Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?
opencitiesaichallenge-pystac-starter
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "opencitiesaichallenge-pystac-starter",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/daveluo/036ef7c3c73824c726c51ff04c71bf80/notebook.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jLjXuyWS8nU4",
"colab_type": "text"
},
"source": [
"## A quick intro to accessing Open Cities AI Challenge data STACs with pystac\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "l86dGOrIzAbg",
"colab_type": "code",
"colab": {}
},
"source": [
"!apt-get install python3-rtree\n",
"!pip install pystac\n",
"!pip install geopandas\n",
"!pip install rasterio"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "OdMNRtst6Yxv",
"colab_type": "code",
"colab": {}
},
"source": [
"import os\n",
"os.environ[\"CURL_CA_BUNDLE\"] = \"/etc/ssl/certs/ca-certificates.crt\"\n",
"\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"from pprint import pprint\n",
"\n",
"import rasterio\n",
"from rasterio.windows import Window\n",
"import geopandas as gpd\n",
"from pyproj import CRS\n",
"\n",
"from pystac import (Catalog, CatalogType, Item, Asset, LabelItem, Collection)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iNaNMYeWy1qL",
"colab_type": "code",
"colab": {}
},
"source": [
"# overwriting STAC_IO read method to handle http/s as per https://pystac.readthedocs.io/en/latest/concepts.html#using-stac-io\n",
"\n",
"from urllib.parse import urlparse\n",
"import requests\n",
"from pystac import STAC_IO\n",
"\n",
"def my_read_method(uri):\n",
" parsed = urlparse(uri)\n",
" if parsed.scheme.startswith('http'):\n",
" return requests.get(uri).text\n",
" else:\n",
" return STAC_IO.default_read_text_method(uri)\n",
"\n",
"STAC_IO.read_text_method = my_read_method"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "plWnyz7_y-yA",
"colab_type": "code",
"colab": {}
},
"source": [
"# load our training and test catalogs\n",
"train1_cat = Catalog.from_file('https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/train_tier_1/catalog.json')\n",
"train2_cat = Catalog.from_file('https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/train_tier_2/catalog.json')\n",
"test_cat = Catalog.from_file('https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/test/catalog.json')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "D08zUpL3zMxa",
"colab_type": "code",
"outputId": "4aa91736-5625-4613-89c5-156ac41aff1b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# look at what's in train1_cat (aka train_tier_1)\n",
"train1_cat.describe()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"text": [
"* <Catalog id=train_tier_1>\n",
" * <Collection id=acc>\n",
" * <Item id=665946>\n",
" * <LabelItem id=665946-labels>\n",
" * <Item id=a42435>\n",
" * <LabelItem id=a42435-labels>\n",
" * <Item id=ca041a>\n",
" * <LabelItem id=ca041a-labels>\n",
" * <Item id=d41d81>\n",
" * <LabelItem id=d41d81-labels>\n",
" * <Collection id=mon>\n",
" * <Item id=401175>\n",
" * <LabelItem id=401175-labels>\n",
" * <Item id=493701>\n",
" * <LabelItem id=493701-labels>\n",
" * <Item id=207cc7>\n",
" * <LabelItem id=207cc7-labels>\n",
" * <Item id=f15272>\n",
" * <LabelItem id=f15272-labels>\n",
" * <Collection id=ptn>\n",
" * <Item id=abe1a3>\n",
" * <LabelItem id=abe1a3-labels>\n",
" * <Item id=f49f31>\n",
" * <LabelItem id=f49f31-labels>\n",
" * <Collection id=kam>\n",
" * <Item id=4e7c7f>\n",
" * <LabelItem id=4e7c7f-labels>\n",
" * <Collection id=dar>\n",
" * <Item id=a017f9>\n",
" * <LabelItem id=a017f9-labels>\n",
" * <Item id=b15fce>\n",
" * <LabelItem id=b15fce-labels>\n",
" * <Item id=353093>\n",
" * <LabelItem id=353093-labels>\n",
" * <Item id=f883a0>\n",
" * <LabelItem id=f883a0-labels>\n",
" * <Item id=42f235>\n",
" * <LabelItem id=42f235-labels>\n",
" * <Item id=0a4c40>\n",
" * <LabelItem id=0a4c40-labels>\n",
" * <Collection id=znz>\n",
" * <Item id=33cae6>\n",
" * <LabelItem id=33cae6-labels>\n",
" * <Item id=3b20d4>\n",
" * <LabelItem id=3b20d4-labels>\n",
" * <Item id=076995>\n",
" * <LabelItem id=076995-labels>\n",
" * <Item id=75cdfa>\n",
" * <LabelItem id=75cdfa-labels>\n",
" * <Item id=9b8638>\n",
" * <LabelItem id=9b8638-labels>\n",
" * <Item id=06f252>\n",
" * <LabelItem id=06f252-labels>\n",
" * <Item id=c7415c>\n",
" * <LabelItem id=c7415c-labels>\n",
" * <Item id=aee7fd>\n",
" * <LabelItem id=aee7fd-labels>\n",
" * <Item id=3f8360>\n",
" * <LabelItem id=3f8360-labels>\n",
" * <Item id=425403>\n",
" * <LabelItem id=425403-labels>\n",
" * <Item id=bd5c14>\n",
" * <LabelItem id=bd5c14-labels>\n",
" * <Item id=e52478>\n",
" * <LabelItem id=e52478-labels>\n",
" * <Item id=bc32f1>\n",
" * <LabelItem id=bc32f1-labels>\n",
" * <Collection id=nia>\n",
" * <Item id=825a50>\n",
" * <LabelItem id=825a50-labels>\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-2nggskTzUrT",
"colab_type": "code",
"outputId": "6c0a0ff0-ce19-4150-cf7d-529f8898ee89",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 131
}
},
"source": [
"# make a dict of all collections witinin train1 catalog\n",
" cols = {cols.id:cols for cols in train1_cat.get_children()}\n",
" cols"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'acc': <Collection id=acc>,\n",
" 'dar': <Collection id=dar>,\n",
" 'kam': <Collection id=kam>,\n",
" 'mon': <Collection id=mon>,\n",
" 'nia': <Collection id=nia>,\n",
" 'ptn': <Collection id=ptn>,\n",
" 'znz': <Collection id=znz>}"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "D_yzcWS80QKO",
"colab_type": "code",
"outputId": "651c2663-963e-4338-a245-6494918fbf4b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 553
}
},
"source": [
"# look at the acc collection, as a dict\n",
"cols['acc'].to_dict()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'description': 'Tier 1 training data from acc',\n",
" 'extent': {'spatial': {'bbox': [[-0.20863145179911316,\n",
" 5.573262528211078,\n",
" -0.18948660187120017,\n",
" 5.593203677296213]]},\n",
" 'temporal': {'interval': [['2019-10-29T00:00:00Z', None]]}},\n",
" 'id': 'acc',\n",
" 'license': 'various',\n",
" 'links': [{'href': './665946/665946.json',\n",
" 'rel': 'item',\n",
" 'type': 'application/json'},\n",
" {'href': './665946-labels/665946-labels.json',\n",
" 'rel': 'item',\n",
" 'type': 'application/json'},\n",
" {'href': './a42435/a42435.json', 'rel': 'item', 'type': 'application/json'},\n",
" {'href': './a42435-labels/a42435-labels.json',\n",
" 'rel': 'item',\n",
" 'type': 'application/json'},\n",
" {'href': './ca041a/ca041a.json', 'rel': 'item', 'type': 'application/json'},\n",
" {'href': './ca041a-labels/ca041a-labels.json',\n",
" 'rel': 'item',\n",
" 'type': 'application/json'},\n",
" {'href': './d41d81/d41d81.json', 'rel': 'item', 'type': 'application/json'},\n",
" {'href': './d41d81-labels/d41d81-labels.json',\n",
" 'rel': 'item',\n",
" 'type': 'application/json'},\n",
" {'href': 'https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/train_tier_1/acc/collection.json',\n",
" 'rel': 'self',\n",
" 'type': 'application/json'},\n",
" {'href': '../catalog.json', 'rel': 'root', 'type': 'application/json'},\n",
" {'href': '../catalog.json', 'rel': 'parent', 'type': 'application/json'}],\n",
" 'stac_extensions': ['label'],\n",
" 'stac_version': '0.8.1'}"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "dJQ2zf3W6ogS",
"colab_type": "code",
"outputId": "7e7bc3bb-b493-464c-849e-ee3794fbb58d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 147
}
},
"source": [
"# iterate through all the items within acc collection and print their ids\n",
"for i in cols['acc'].get_all_items():\n",
" print(i.id)"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"665946\n",
"665946-labels\n",
"a42435\n",
"a42435-labels\n",
"ca041a\n",
"ca041a-labels\n",
"d41d81\n",
"d41d81-labels\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "adANMXS80o9v",
"colab_type": "code",
"outputId": "19cda420-ced8-4383-a192-65665ad8723c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"# for all items within acc col, either load and display label geojson with geopandas or raster metadata with rasterio\n",
"\n",
"for i in cols['acc'].get_all_items():\n",
" print(i.id,'\\n----------------------------')\n",
" pprint(i.properties)\n",
" if 'label' in i.id:\n",
" \n",
" gdf = gpd.read_file(i.make_asset_hrefs_absolute().assets['labels'].href)\n",
" gdf.plot()\n",
" plt.show()\n",
" else: \n",
" print('raster metadata:')\n",
" pprint(rasterio.open(i.make_asset_hrefs_absolute().assets['image'].href).meta)\n",
" print('\\n----------------------------')"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"665946 \n",
"----------------------------\n",
"{'area': 'acc', 'datetime': '2018-08-05 00:00:00Z', 'license': 'CC BY 4.0'}\n",
"raster metadata:\n",
"{'count': 4,\n",
" 'crs': CRS.from_epsg(32630),\n",
" 'driver': 'GTiff',\n",
" 'dtype': 'uint8',\n",
" 'height': 150147,\n",
" 'nodata': None,\n",
" 'transform': Affine(0.02001518707102818, 0.0, 805429.9166958937,\n",
" 0.0, -0.02001518707102818, 624939.1898949385),\n",
" 'width': 84466}\n",
"\n",
"----------------------------\n",
"665946-labels \n",
"----------------------------\n",
"{'area': 'acc',\n",
" 'datetime': '2018-08-05 00:00:00Z',\n",
" 'label:description': 'Geojson building labels for scene 665946',\n",
" 'label:overviews': [{'counts': [{'count': 7308, 'name': 'yes'}],\n",
" 'property_key': ['building']}],\n",
" 'label:properties': ['building'],\n",
" 'label:type': 'vector',\n",
" 'license': 'ODbL-1.0'}\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAKcAAAD4CAYAAACJzvbOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJR+cec5Y/j/S4AN1EEopTwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n",
"----------------------------\n",
"a42435 \n",
"----------------------------\n",
"{'area': 'acc', 'datetime': '2018-10-06 00:00:00Z', 'license': 'CC BY 4.0'}\n",
"raster metadata:\n",
"{'count': 4,\n",
" 'crs': CRS.from_epsg(32630),\n",
" 'driver': 'GTiff',\n",
" 'dtype': 'uint8',\n",
" 'height': 39162,\n",
" 'nodata': None,\n",
" 'transform': Affine(0.032029411960186015, 0.0, 804676.2688712641,\n",
" 0.0, -0.03202926727370731, 621829.9693785439),\n",
" 'width': 57540}\n",
"\n",
"----------------------------\n",
"a42435-labels \n",
"----------------------------\n",
"{'area': 'acc',\n",
" 'datetime': '2018-10-06 00:00:00Z',\n",
" 'label:description': 'Geojson building labels for scene a42435',\n",
" 'label:overviews': [{'counts': [{'count': 6647, 'name': 'yes'}],\n",
" 'property_key': ['building']}],\n",
" 'label:properties': ['building'],\n",
" 'label:type': 'vector',\n",
" 'license': 'ODbL-1.0'}\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAD4CAYAAADCb7BPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3Rc1fW2nztdU1VG0qj3Lku25N4r\n2HQwphgIHdMhlAAhBUJIgITQOwRM72CMwWDj3rtlWb33Xqb3+/0x8tjCToH8PiBhnrW8pNHcuXPn\nSj7vOXu/ex9BFEVChAgRIkSI74rkx76AECFChAjx30lIQEKECBEixPciJCAhQoQIEeJ7ERKQECFC\nhAjxvQgJSIgQIUKE+F7IfuwL+C4YjUYxNTX1x76MECFChPjJsnfv3j5RFKN/iPf6rxKQ1NRU9uzZ\n82NfRogQIUL8ZBEEofmHeq9QCCtEiBAhQnwvQgISIkSIECG+FyEBCREiRIgQ34uQgIQIESJEiO9F\nSEBChAgRIsT3IiQgIUKECBHiexESkBAhQoQI8b0ICUiIECFChPhe/FcVEoYIEeJ/k611fRxqH6a6\ny8KV09MoTDD82JcU4t8gJCAhQoQI0m91EaVV/mDvd99nh9nbPIhCJuD0+DmnJJFUo+YHe/8Q/xkh\nAQkR4mfOl4c6cXn91PVYqe628OIlpQiC8IO8d+ewgxidkr8uKQYgQqP4Qd43xP8NIQEJEeJnis8v\n0m9zUdlpJi1aQ3FSOKlGDWanF0OY/Ae5hkfOLeajvW2U/HENoginjDHx7EWlP8h7h/jPCQlIiBA/\nMz472ME3ld1sru0jzajhg2VTkEh+mBXHcYjwTVU3ohh4eLB1mPYhBwnhYT/O9YT4ToQEJESI/xH8\nfpFBu5vOYSef7m+n0+zkgglJbKnt455T8oLHvb6tiT3NgwAM2d0MOzx0DDv47EAH187KOC6M1Dpg\n551dLQzY3JxWFM/0LCMAoiji8PhQK77bMPLUN7WMS45gepaRlgE7W+v6g8+1Dzn4dH87N8zJ/L63\nIcQPSEhAQoT4gekxO6nvtdFrdZEYEUZJcsT3PpfT42NfyyAHW4c5rcjEjEc2cOqYOFoH7bi9fhBh\nWqZx1Gvm5MYEBcQvwqbaXnY3DfDmjhZUcim/XJAdPPeMR9bzu9PyeHZDPQBJkWqmZxnZ2zzAsjf2\nolXK2HDnnO90zTa3jyGHG4ATpVrEI8uRED95QnUgIUL8f8Li9FDWNhQYyI/hg71tXPjSDm5+Zz8f\n7W074WtdXh/b6vpoHbCP+rnH52dDdQ+H2oaBQDhq6Us7eXh1FVaXFwCHx8fyyydy6/xsyjvMrK3o\n5stDncFzzM4ZvdfQhupe0qI0FCcaaOi1AlDRYebCl3bQa3ERfYwra8AWGPh9fuizuumzumkfcnyn\n+xIml+Jw+wDINelYkB8bfC7OoOK88Unf6XwhfjxCAvI/jtPjw+L0jHrscHt/xCv6+bClto8znt5K\n5/DoAfbYAbnX4hr1XOewg6uW72bcH9aw9OWdfLRvtMB4fSLXvL6X17Y1AaNXF/uah8iI1mDUKugY\ndrC5theNUsopRXGUphxd5eTH6UmOVDMjy8hV09OI1irw+EUOtg2zuymwMokzqLC7AoO83RP4OiPL\nSEa0NvAztxelTILV5WXlwY7vdF9OLYpjcnoUAG6fn9nZRsanRDAxNZILJiQTo1d9p/OF+PEIhbD+\nB7A4PehUJ3bNrK3sptvs4srpafj8Iu/tbmFrXT9ymYSb5maSa9L/wFf7v4vV5aWq00y4Wk5mjA6D\nOvA7GbJ7iNJ66be6kAgCceEqkiLDiFQrRtU8OD0+9jcPsbm2D9fIqqVt0IHD7SNMIQUgTCFlbFI4\nOxr6EUWRhPAwihMNxOpVJEaqeeuqydz87n6WvrQTrVLGg2ePOe46BUHg3Wsms+T57QzY3Dg9Pq6b\nnYFcKiAIgVVOhEZBfrye6m4L/VY3ZfedhE4pC9p7Z+fEMCMrmrWV3SRFqL/TfcqM0Qa/b+63Myc3\nluKkCAQBCuJDBYT/TYQE5L8En1/kqXW1zMuNxez0MCktEqlEoKHXxgub6rnj5BxidMfP3LbX93Px\n5BQA+ixOttX34/OLjE804POLuLw+lDLpD/1x/iep6bZw7vPbuXBiEn8+pwhGQvmDdjfv7W7llc0N\nzMqJ5ten5HFuSSKPra0lciRh7fOLTH94PX1WF+ePTyI+QoVKJuWrw12M/+Ma9v52ASp54Pd00eRk\neswufH4RmVRgxY3Tg9fg9PjY0zSAX4Rhhwez04P+BJMLk17FGWPjeW4kt2Fz+Xj76slIBAG5NBCY\nuG1BNrctyCZWr0IhOz5YcdfCHH5zah7Jkd9NQI4lLy4wgYkPua7+KwkJyE+EYbuHddXddAw5aR9y\nUJIUTklKBEadkupOC5/sa6N5wM6KA+2o5FIWFphoGXBQ0TFMRrSWI7nI5zbUU5oSwcS0SADkUglm\nh4e6HgthcikyicDWun6kEnB6/JS1DnHhpJQf74P/j+D0+KjvsTInJxqjVknrgJ3KTjNLJyWjD5NT\nGK9nTm4MNpeXzmEHL21uZGGBiYcWB1YIHp+fc0riaR1wECaX8NiaWianR7KvZQi1QkpdjzXY3uPM\nsQnHvb/F6cHi9GLUKkk1arA4veSadAzbTywgEonA1TPSeW5DPYIALQN2pmUaR60Okv6FMETrlGyv\n7+etnc1kRGs50DrEeROS/iNTQIj/LkIC8gNzoDWQVD0ywENg9ml2evjleweDP2vpt3PHh2VcNSON\nlzc3smxmGo+fP47Fz28jWqPk64puwlUypmcZeWlzIyUpESwqNPHu7hY+3d/OB9dNQSmToFVKeWZ9\nHW2DDi6enEJOrA6fCEaNnC6zgyunp/0Yt+G/jn6rC0OYHJn0xGlDq8vLI19Vo5RJUCtkDNrd2N1e\n4g0qlDIJrQN2tjf0o1XK8ItgCJOzsaY3OLj/5tNyPhxJqCeEqzDpVTT02njzyolMSIv8p6vEFzbW\n8+cvqwB4ZPEYZmQZcbh9pERp+N2KciSCwGMXjD1OSCI1Ct67ZjJ58Xp0yn9vKHhuQz3Xzc4A4FD7\nMLe8e4DCBD2iCO/ubiUpUh0SkJ8RIQH5gSlvH+blzQ18eN1Uhu1uPtzXzvb6ft67ZjL3npJHpEZB\ntE7Jlro+5FKBaK2SRYUm3tvTxlUzMvjbecW8sb2ZaZmRrKvuZWNNLxFqOVFaBWc/u41rZ6Xz2cEO\nXt7cyKqyDmZlR1PWPowAdA070SqlPHn+WJr7bRg0Cnwjlsm6HithCimtA3Y+L+vgpPxYuoZdnDfh\n5+GIcXl91HRZ6LO6KUmOQCIhmFfqMTu59NXd9Fqc3DI/m0smpxwX+lPKJJyUH8un+9vJNelo7LPx\n6JpaAGL0Kl7a1MD0TCNapYxck55LJidT32tjY00vc3JjmJkdHRQQp8fHFdPTuXRKClqVHLPTw6Nf\n12AIk5+wPqLjGBeUQa0gQq3A4rCzvqonaNd9cWMDpxfHk2PSjXrtpJFk9r/L0onJwe8np0dx6P6T\nUMqkHO4Y5uUtjZS3D3+n84X47ybkwvqe9FicLN/WxCtbGmnut1HVZf6Xr/H4/ChlEkRR5FcflvF1\nRTcOt4+WATt/39rE1TPTSY5So1XK+PUpeejD5Pz5yyrGJoUjkwj84fMKlr68k30tg7y1qxWTIYx+\nq5u/LinmzLEJPHHhWM4dn8TbV01m0Oqi3+rmjLEJ3LMol/RoLcVJBk4piqOu18bG2j5idCp2NgwA\ncP/Kw0x7aB0Prqqk3+qmpscatIV+Fxp6rYz9w9c8srrqXx7b0m/H6vLi9Pjw+vz/8vj/H/z6k0N8\nuLeNNRXdrKnsYVNNL+uqulk14iyq7DTz2cEOKjvN9FndqGQS+q0uSv6whsfW1OD1+XlzRzN//qKK\nuh4rNrcPj18M5isAXF4/7UMOXt/ezKf726nsNPPQ6mo+2NvG8u1NAMzKikYqEbh9QTY5Jj3tQw7u\n+vgQEJh0vLipgXd3t5zwMywsjAt+v7txgAX5sczKiSY//qhBos/qZNkbe/7jGosjxgAIhEePiGh2\nrA6FTEJ5R0hAfk6EViDfk4tf3olMIuGyqSlcuXwP8eFhZMVomZFlZHZODFtq+9CHyShKDA++xuL0\n8tiaGk4rjufT/e0MWF3o1Qp+d1o+d31UxsJCEw63j0fX1PCLySmcXGBixYEOVpZ1cMGEJJ5eX09x\nogGDWs7mmj7+dt5YkiPVTM0IWDnTjBoQRZ7ZWI9KIUUQoLnfxpycGOxuH6cWxQPg8/kx6ZX0WlyM\nTQpcX06sjmGHh9puK4fah/myvIstd323AjGAj/e1M2T34B8Zp3osTv78RRWZMVoWlyRiMhxN9N/7\n6SF2Ng5w+4JsXtnSyI575lHbYyFapwomlwFe2dKI0+Pj5ILYQL7nHzT667O6kEslo/o41fVY0Chl\nxBlOnKRdW9HN2zuPDswxOiULx5iCieSabgsAURoFFpeXhYUmVpV1YnP7iNIqKO8w8+CqSs6fkERm\njBaby8uBliGunpHG2ttmoZJLiNQoeHpdLXa3D4vTS3asjinpkRQlGpiRHajJMKjlfHr9NFKNaj7a\n14bL6+flX4xnfXUPaw53YQiT0TrgoGvYOeoeAoxJPOpcend3K/eckkdBvIF0o5Z+m5tYnYqCeD0S\nieQ/apI4aHNz87v7mZwexcWTUvi6oouabgstA3Zm58SQZ9JxsG2YIbubcHWoKeLPgZCA/BMGbW7M\nTg8pUQGrpcvro647MMtcVBiHIMB5E5KxuHw88HkF54xL4L3dLWyv70ck4GKBwCC2uryLG+dm8flN\n07n01d1BIbj/jEJWHmznuYtLaRmw4xdFOoYcTMmIIs6g4rpZGexuGmBbfT9LJyVR0WFma10/pxXF\n8dS6OnLjdFR0mkmJUhMmk/DQ6ire3NHCnJxoTiow8ceVh7lyZjqFx9gjG/psLHhsE4+eV8xbO5p5\nemkJvzktH7s7IHCpURrUSikf7W3nyhlprCrrYEZW9L/llDky8Bq1gQGkpsvKJ/vbAViQHxsc/Ibs\nbrbX95MerUEmlTAxLRKfKHLT2/spTgrngbMKUcmliKLIy5sb6Bx28pevqkkzanh/2RSidUdrKR5e\nXcXNc7Oo6bKgD5NjSDDgcPsCAtUwgEIm4ctbZqCUSXB5/cHVQV2PhSXjk7C5vLh9frw+PxqljElp\nR8M6Z45NwOcXuWxqKtXdFrRKGS0Ddk4vjufkAhM1XRbuXpRLQbweQRC4cGIyr21rQqeSj7JWP3dx\nKSsPdrCkNIn6XivbGwbY3jDAF+VdrL5lJhqlLCgEMqmEQ23DPPp1Dd9UdVOcGM47V08mWqdCgsjO\nhv5RoSetUsbtC7LJj9czNimcsrYhxiQYGJNoYHqmkc4hB7U9Vu47veDf+rtfvq0JpUzCBceEqwDU\nSimba/vYXNvHpLRIXt/ezKGRkJVGKaMgwcDBtmHK283Bdich/rf5twREEIQmwAL4AK8oiuNPcMxs\n4HFADvSJojhr5Od/B04DekRRLDzm+LHA84AK8ALXi6K46z/5MP8XVHSYWVfVzfrqXva3DDI7O4ar\nZqaxv2WIV7c2kRAeRq5Jx/1nFtA97OTxtTWUtw9TmKAnIVzFktIkrn1zL+eOT0Ipk9BrcXLxy7sY\ncriZlBbFrqYBJqRGUtVlZlfTAH4/1PRYeOrCEtKMGkRR5Nb5WcSHh1HbbeHL8k6a+u2MT4lgUmoU\nq8q6mJAawcaaXoqTwnlpUwNvbG/mD2cUMCYxnF5zYFURZ1Ax7PBy3xmFTMsyBmeE7UMOmvptpEap\n2VbXx76WoeCMvc/i5qXNjSwel8CYRAOPra3h/T2tdJmdLJ2YzANnFf7D+zb94XUAzM2NYVZ2dLDg\nrK4nMIOXSgRSoo66enY1DgAik9IimZcbE0zmP3BWIbF6ZXCQ77W60B6T4HV7/UFx8vlFrn1zLxur\ne7l2ZgZTM43Y3V4+3teGQiZhbUU3ZqeXiakBw8Ke5kF+8coupmcZeXhxEZe8sov5ebHcvSgXzT9I\nIru9fmY8so5xSRGcNS4BqUTg2Q31RGkUGLVKXqtvomXATklyBDa3l0NtQ8zOiWbA5karlAXtryXJ\nEcHkco/ZyWlFcShlUoxaBdJvNTJ88oJxJESEoVZI+ePZR+95r8VF66BjlAED4JvKbqQSgQdXVdLQ\nZwNg452zSYnS8PjaGrrNgWLFBfmxowoK/xFflnfS2GcjPVo76r2UMilRIytDm9vHeROSWJAfS4xO\nSYxOSfdIUWR5x/D3FpCdDf14/eJx7VdC/DT5LiuQOaIo9p3oCUEQwoFngYWiKLYIghBzzNOvAU8D\nr3/rZY8A94ui+KUgCKeMPJ79Ha7n/5yWfjsPr65iY00vABnRGkwGJR2DDl7YWE9ylJr8eB2pURq6\nzQ5WlnVS0WHm3NIkFuTFcOYzWylMMHDDnEyiNEoWPbEZgN+elsfKsg6WvLAdAJVcwi/nZ7Oo0ETH\nkIMckw7lyEAjCAIXTUrhUNswF760A6vLy4UTk4kzqLjtg4MsKU3ki0OdPHBWIX/9upq8OD3Ddg8V\nnWYW5MdiCJMzaPfQOezkuYtLUXzLNfSnVZV8Wd5JYYIBfZic+07P58l1tTT22kiJVCOVCERoFBjC\nFJyUHzOqnuDb/G5FOVdOTyMlSsPk9Cjsbi9GrYLzJyQFC8Lm5cUSrlbQa3GNSjqfVGBi693z2FjT\nywOfV5AereGmeVlc/MpOfnd6AanGgADF6FSsuW0WDb1W1lR0o5JLg2GYfS2DrKnoBuDCl3bwxS0z\nUCtknFOSCEB5u5nnN9aTG6dDJZfyVXkXDo+PQ23DVHeZ6Rx28saOZlYd6uTj66Yet5GRKIrc+PY+\nus0uVh/uQqeScXpRPLcvyEarkiEAb+9qYdjh4ZIpKfz5i0oOjrQYuW1BNi9vbuDeU/M4f0IyNd0W\nUqLUKGVSYvQqnl5a8g//Do/kLpr7bcHVLwRss8euvADWVXUzLikciSAExQOgqd9OSpSGWL0qKCD7\nWwb/qYA8sbaWy6amMj4lEq1SRkXHMEWJBjqGHJgMKtQKGZdOSUEQBKamR/L0ulq0ShnlHWb6rS4+\nuX4aQHBV8n2455NDIMK6O2Z/73OE+OH4vwphLQU+FkWxBUAUxZ4jT4iiuEkQhNQTvEYEjmT5DMB3\n64fwf8ALG+uxu33MyDLy2xWHqe4y88i5RczLiyEtSoNBLef29w9S0Wnh5V+M56JXduL0BDbeqe+1\nsmhMHCUpEUzNMOL3iywZn4gA7G8d5vFvapmTE0NxooEZWdH8bU0NAIXxes4YG88vpqTi8fm544OD\nfHW4AbPTw+0LcoJttd/a2YzL6+OBMwvot7n525oaVHIJ7+5uZVa2kd9/dpgnLxjL0+vqmZQeyd+3\nNNE66OCOBdn8fWsjN87Nwuvzs+JAO7F6FUUJgdBGfryOyRlRtA862NM0gM3lpbLTwqH2YdKNGooS\nDUgEkYwYDWVtZi6flsqzF5VS0WnG6fGNSg7329xIRgbzDdU99FndfHGoC6vLFxSQpEj1cfUEOxv6\nyY/XE6sP9D06b3wSoiji8vp59LyxjD/BIJcerWXZLC1+v4jfLyKRCKwdEQ8I9FS64e19yCUCUomE\n+88s4Ka5mdw4N5OwkWs+4kiamxfD5PQoPr9pOu/tauGzsk4ueWUnG++cjURyVHB7LK6gq2hiaiQP\nLy7itKe2kBen48GzxyCRCBz8/UmYnR5UMinPXVzKoN2N2eFBJZewta6P+PAwttX3cfmru/njWYUs\nOabPk9vr58vyTjKitXj9fvosbiakRgYT1asOdXL97ExWHGinvH0YQRD49TFddQFmZEUjl0qYmhnF\nldPT6Bhy4PGJHO4YZlZ2NPeekofb50cigMcn8sGeVuRSCUmRYZSmRNLQa+X9PW3cvSiXeXnR9Fmd\n6MNkXDsrg/Gpkdz+/kE+2tfGG1dOZEZWNKnRWmxOL8V/WINMIiCRCCRFqOm1uAhXy5FLBcrbh6np\ntuDx+ckz6anqspAfr8fh9qGQCnj8IhanF6vLS5hcyp7mAT7c24bN5aVjyBEM/Ymi+INtbBXi+/Hv\nCogIfC0Iggi8IIrii996PhuQC4KwAdABT4ii+O0Vx7e5FfhKEIS/EnCDTT3RQYIgXANcA5CcnHyi\nQ/71xYsiT62r48Y5GXxd0cPMbCPVXRbe2NGM0+NDLhWIM6iYlhFFbbeFyk4Le5oHuWxqKtfNzuC2\n9w/i9vmJDw9jbk40vRYXJcnhFMTridGp+NvX1Xx2sIMhhweTXsVNc7OQCpBq1FDTbQVEHl5cxM3v\n7Cdap+RPX1TRNexkYaGJbXX9KGQSNEoZi57YzFNLx5Edq+PP54zhjpNzONAyxG9XHGZyeiRPLy3h\nmtf3sLGmjzm50Wyt62dRoYk/fVnJqWPi6DY7cXh9PLS4iLoeK0+vayLbpOeGt/ZRmGAgVq/kimnp\njE0OtMJIjgzj/PFJHOoYprbbilImUNVlxWRQsbOhH5vLy7RMIwqZhLFJ4Sx8fBM3z8siOVLNzsYB\nxsQbgjmPP51dyJDdQ8ew85/Oct1eP5e+uou3rppEacrR8IggCKjkUs4ojv+nv8uDbUNcuXwPy2am\nMyZBz5MXjGNHYz+xeiWPjdhmAX53Wv4oxxDArOxo2gbtzM2JZvm2JooSw1lV3sXikgQmZ0Ty1q5W\nLpl8tKiy2+xk+RUTcHoCFfutg3ZKUyIYsLn5+9ZGrp8dsNQeqa+IDw+jutvC9W/u455TctnZOMDE\nxgEumpTCdbMzmJY52jLbMmDjlncPAHD+hCTe293Ke8smU94+TNewk7ZBBze8vY/8OD0vbW5ELhW4\na2HuqJDXkfsvEQQumZxCqlHDe7tbONA6zFeHu9jfMsTzG+tHve/vT88nO1YXfL3T40MURRQyKXua\nBzE7vMHzPnh2IacVBfJ9dreXM4rjcXl9/PrTQ5w9LgGdMlCLtKaiG5lUQo5JR3m7GaVMwsqDHbyy\nuZGP97cTrQuYNh46Zwx3j7jLAC6ZnEJiRBgba3rRKmREqAOhQQi0cflXxYwhflz+XQGZLopi+0ho\nao0gCFWiKG761nlKgXlAGLBdEIQdoijW/JNzXgf8UhTFjwRBOA94BZj/7YNGxOpFgPHjx38vD6Ig\nCAzb3dzy7gFWlnWSE6vD5fVx32n5vLmzmeZ+Ow63jwGbm5YBG+FqBU9dOJZ5eSa8Pj+7m/pp6rPx\nyOIidjUO4POL3P1xObef5CbdqOWp9XXkxOqYnRROXY+VvDgdv3z/AOlGDX86ewwnPbaZZbPSWVya\nyFPr6kiP1iCKcN2b+7jj5BxERP76VQ1Wl5c/fVHJa5dPRBAEwsPkfLyvjdnZRuRSKbsbB3jl0vEs\ne3MfB1uHmZwWyStbG/H4RNKMGp64YCwyqYTqLgtfHupgyOZmd1M/JSkR9Ftdgc9wbmDr0G8qu7ll\nXjZSqYTV5d3BQUYuFah6YBGf7m/npAIThQkG+q0ueq0uqrosONw+ttUHIplqpTSYFH9mQwNhcgkq\nuZSS5AiGHZ4T7mpX1jaE0+PnuQ0NXDMz4ByL0ihOuKFRS7+dpMiwUbPQDdW9DNjcuH1+bnznAGcW\nx9NldpITq2PLXXPYUtuHIUyOTnX0T9s/kispTYngnWsm0znk5L6VFUxMi2TA5uaDPW3ce2p+cGA+\nMvN9cFUlOxsHWFKayF+WFLOzoZ/qLgv7Wga5a2HuCf/W3tjejNfvJzNaww2zM5ifFzAOrK3s5oM9\nbWy4c3ZwcO42uwiTS1HJJfSYnQCkRqn529c1VHVZGHZ4UCukjBtxyvn8Iv1W1wmbDcqlkmCO6ZP9\n7exoGEAmEShKPL63VGqUJhgmS4pUc98ZBXx2sIOmPhvFSeFUdVl48ItK2gbs3DI/m7s+KgMINl9U\nyKRolTLOHJvArBEX2YJ8EwBjEgyUt5tpH3Lw9Po6RBEUsoAzrijBQFKkmrsW5qJVydApZWTGaMk1\n6bh6RvpxfwMh8fjp828JiCiK7SNfewRB+ASYCBwrIG1AvyiKNsAmCMImoBj4ZwJyKXDLyPcfAC9/\nx2v/TkxIi2RDdS8SASakRXD7ghzu+fgQG2r6GJ8SwbWzMuizOvl4fzvz82L44lA38/JM7G8dYmN1\nH/U9Ngxhcr6p6uHFS8ZzqN3MzsYBLpiQzNKJyXxxqJOWATufXD+N9GgtF0xI4vXtzdR2W7lxbgZ1\nPVY21PRy6ZQUpqRH8ZsV5aREqUeSlRqsLi/pRg2/Oy2fbrMTtUKKUiblutmZfFHWznObGvmmqpuZ\n2dH0W13E6pX8+ctqHl48hhc2NZBj0gWrpCs7hynvMDMtPYqdTQMsKUnkq4pu4gw+Xt3axCVTUrj3\n1PzgvXF6fGgUUjRKGXKpBIFAx9TFpYmYnR6Wb2vC4nQjEWBaRhTTHlmPzy/y2Y2BmPcz6+tYVGhi\nd+MAcqnAvuYBbnpnPxFqOdfMzCBKqyAlSk2uSY/N5WV2djR7mgfoWeXE5xdJNWq4fnYGeSZ9cBCx\nuryc/Pgm4sJVLC5J5KJJyXxT2YPV5SVWr2TQFsjJpEVrWFfVw97mQRaXJnD/ygp+fWreqMHoUPsw\nX1d083VFN+ure4JusmtnZXDV9DQOtQ+PmtXf9VEZZqeXlpFW6kdaiExKj+L9a6fQZ3Vh1CrZ3TRA\naXLEqPcyGVTMzIrmm6peWvptRGgU9NvciGIghyE/Jic1LdPI4ftPpt/m5ql1tczPi2F/yxBLJyXz\n8uZG+qwuEsLDmJQWwTNLxzE7Jwa14viKdL9fRCRgVBBFkacuLOFQ2xASQSAjRsvl01KJ1irRqWRk\nxujIjtWOGD+Oisvja2po6LPxy/nZVHSYR0wOoA+TMT3TyJa6PmL1KoYcHm55dzdA8P5AQNz2twzy\ny/nZ3L0oD0OYnA+vnUJ8eBixOtWoexRKkP/v8C8FRBAEDSARRdEy8v1JwB++ddgK4GlBEGSAApgE\nPPYvTt0BzAI2AHOB2n969H/IgnwT66t6+fymGeTH66nsNJMXp2P14S72NA/i8PjY3jBAYoQKh9vH\nWeOiEUWRHfV93Do/mzSjmpIAuz0AACAASURBVOvf3kecIYyGPivZJi3z8mIxahUcbBti0O5h+RUT\ng5W+V01PY2fjACIiKw50cP8ZBaw40MGKgx3saxnC4fYxaHPzy/lZ6MPkeH1+ttT2IREEzn1+G7E6\nFSflx3DNrEyyY7XER6h5a2cLXp8fj89PVoyOy6am8qcvqlh547RRs9JTiwI9lT4r62RxSQJ/+rKK\n96+dzBdlnWyr7+OCCUlwTC72vjMKuO+MAvx+kfYhB4fah3lmfR3Xzc6gpsvCmspuHB4fF09K4XCn\nmWtnpbOlti+Y0HV6fExIjeShL6soTYkg2uZh2BH4V9tjoSgxEQGBAZubTSOdZiemRnLVjDQqOgJC\nfPXyPay7YzYqyRGLbaAyvqHXxt/W1LC4JJEP9rayo2GA88YnMmR3s6Q0keY+G/eeGqjgr+224hNF\nzigaHQbbO5L7AJiZFc3T6+sAeHZ9HfedUcA1b+ylJCWCOTkxOD0+vjzURaRWQY/ZiUIm4axv9Z46\nEmJ5bVsjRYkGnl5bR2OfjV9MSeVPI91vt9b1MeRwU9Y6zKH2YS6alIwgCOxtHmBMQnjQnSWRCETr\nlGys6aW5387ayh4WFZpYccM0JBKB+z47zNu7WnlnVys6lYw8k577zywINiEE6LY46RgKhA6veG03\ne5oHsTi9pEapmZllpLHfzjeVPRTE66nrsXLhS81IJQJ7fzM/6M5LM2po6LMx7PCQFatl54iAWJ1e\n8uJ0LJ2UzEn5sXh8gSCARIC6bgvb6/uZkhGFVCIwPnW0O+zYEGWI/03+nRVILPDJSBhBBrwtiuJq\nQRCuBRBF8XlRFCsFQVgNlAF+4GVRFMsBBEF4h4C7yigIQhvwe1EUXwGuBp4YER0nI3mO/19IJQIP\nn1uEx+dn2Rt7WFPRzec3zWB/6xAbqntZebAdQRB44eJSDneYCVfJ+N2Kw2THaPhkfxt5cXqcbj+J\nMWrK2oa5YU4GeXGBGdwNszO588MyesxOdjX00zRg47E1tRTE6YnQKNjbPMht7x/k1csmcvsHB+gy\nOzl/QhIR6kBvpXVVPZw7PokpGUYufGkHaoWUxaWJqGRSHG4vL26qJ82o5a6Fuby0uZ7ipHAeXlyE\nWiEjWqtk2OElOUqKx+dHLpXQNeykecCOw+NjVnY0g3YPaoUMXZic62ZnBrcsXXGgHZfHz7y8GKK0\nykBCNFLNptpe1lR2c7jDTEa0hvw4PR/ta6cw3k2vxcXVM9K5fvbR5LRJr2LlwXZ+fUouoihiCFMw\nMTWSg21DLCqMC850H1xVwStbGlkyPpHuYScXvLiD8SmRvH/tFHotzlEJ+rFJ4fzhjHwOtA4ToVFg\nMqi4ZHIqOxoGUMokvL8nUPx37ax0FuTHEqVVsrq8i7PGxh+X+7hocjIxeiU13VZKUyMoSjSwo2GA\n6VlG3trZTKRGwdSMQH5CJZey4c7ZrK/u4dn19RQmGI47HwTawqwq6yIxvAaJRKCi08yQ3R18/oVN\nDdhcXj667mhq70DrEGc9s5UnLhjLxppeJILAn84eg0Im4W/nFdM26KB9yEFalCY4Y5dJBPqcgY4A\nFqeX3c0DbK3rGyUgcYYwojRK2ofs1HRbsTi9aJUy1t42izs+OIjb68ekV/FleVfwNTKJwJ7mQebn\nBTZzmp5lJCEijMnpkXQOB8Jp2bGB4s9jVw8yKWz+1RxMBhUCBAtGvwtOjw+ryxsU4m/Tb3VxxWu7\nuffU/OMsyyF+WvxLARFFsYFAOOrbP3/+W4//AvzlBMdd+A/Ou4VA3uQHRS6VUJIcwS8XZJNr0nPD\nnAzCw+S0Dzo4udCET4TnNjaQFaNFp5JSmhrJxtp+/r61CakAERoFMqnAVcv3sv6O2ShkEk4uMJFj\n0lHXY+XL8i5sbi8zs4ysr+4lPlzFvafmUdFhxuPzMTc3hpLkCG559wDp0RrWV/dy9Yw09Co5j+6q\nJt6g4pXLJmAIk+Pzi/RYnIH9GNo6ePGSUnx+kbWV3YTJpRxsG0IiOVqJ/Mb2JmZmx/DCxno+3NvG\n4nEJJEaq+bysk3PHJ3LRpJTgTnAAn+5vZ8jhIT5cxbMb6smO1bFsVjqbanqZnxfLRZOSyYzR0tBr\nw+L00tBn5fOyTu79tByVTMKue+fj8fm5f2UF55QkcKh9mMUliczOieGCicmj9rEAuGV+NkWJ4exr\nGUQVpebUojEkhAfi3A+uquKyqSmMPaYR36cHAgWMl05NpbrLQl6cjlPGmOi1HB2on9/YwMubG3nu\n4lIWFppYWGg67neulEk5bWRVIooimTFaEsLDmJIexacH2rl4csooi3GUVsm5pUksLknEdsz9OpbN\ntQGrd+ewg/RoLQ+dUxSs6vf6/FR0DAftxEdo7rNREK+nONHArz4sG9UmvTQlktITNEUOV8s50DpI\nUmQYSRFq8uL0XDUj/bjjttT1Eh6mQCkPnM/h8dHQZ6MoMZyWgY5RobNIjQK1XILVebRVzeXTjjbV\nHLK7mZsbQ3x42AlzU983N1HbbSFrJHl/5KyiKNLcbx9loR5yeDjYNszGmp6QgPzE+VlWoi+bFegm\n6veLdJtdTEyL5KxzElArZHx1uIvGPhuNfTZuX5CNze3jocVjuPFtD/eeksdT6+oYmxhOc7+dHQ39\n7GkeZF5uDAXxemL1SpQyCZ/sb+fTAx1MSI0gJ07P8xvrGZsUzubaPi6blsYFL25Hq5Lx2uUT8fj8\n3PnhQRweP+eUJHKgdYjKTjOPr60lI1rDzfOy+aK8iz6rm0e+quaeU/Ko6bGwfFsTp4yJIylCjSiK\nNPbZuHxaGgM2N58eCFR+T86IYsnz2zlzbHywlUeYQorfL/J1RTevXj6RnQ39rDjQzsTUSIYcbkSf\nyK8XBXIIz22sZ11lDx5/YIOhXouLUwpN9FldaJQyNEoZb+xoxu3zo5BJ+OpwH4sKTLQO2Pn9Z4c5\na1wCiwqPtgUJk0tZfbiLpIgw8uJ0AftpRhRur5+xyQaKk8JH/Z6ev7gUr1/kno/LeGdXK+eWJjIp\nLYoIjYJsk5amPjtb6/oYtLsZlxyOKIp0mZ1c/PJO5uTEcHpxPLlxulHicPv7B1lxsAOfX2RMgoFb\n5wf2u4BATYWAwJzcQBmTIAijihiPpTDBwLJZ6RxsHWJlWSePr63llDEmnr2oFJlUwvZ75uHwjBaf\n9dU99FoCeY3XLp8Y3CnynV0t9FtdxBnCiAtXkROrI2pkdr5kfBLhagU+v5/397TxdUUXH+5t46Fz\nCvn1J+Xsunc+cqmEubmx+P0iw/aAE/DOk3PIjtVxsHWIXosLq8tLfLgKm8vL6ltn8OaOFsanntgt\nF65W/H9pRXKkVbxKLkUuDXQofmFTfWBLXaMGQ5icp5eWkBShDu51E+Knzc9SQCCw3ajb5+O0onhW\nlXUG6xne3NHMOeMS6DIHisxe2drI1rvm8u41UwB49qISHB4f0XolN7+7H7vLh9vrQyoRONwxzG9X\nHGZRQSwLC2KRSyXUdVtpHXAQrVXy6JJiqros2Fw+PD4/B1qHWFho4vUrJtHQZ8Xp8ZMYEQiRdQw5\nyIjRcv/Kw7x+xURuefcAZ45N4I3tTVw+NY0n19UG8x4f7W3lzLEJCIKARikjK0ZHuFrO9hGBu3rm\n6Bnr+uoeVhxoZ2GhiTUV3TT321l1qIthh4cp6VHc+t5BkiPVFCUa0KjlvL65memZRgxqORurexAF\ngZd+EWhGcP74JOIMKlYeaGdMooGb3z3AvLwY1lUFGhNGaycyMS0QI7/t/QMj9xqunJ7GS5sbqeqy\ncM+iPC6benxb+YApwB9M6JakhPPQF1WYnYFE+ra752Fze/lkXztGrZLfflpOXY+Vs8Ym4PT4uPmd\nffz61HzMDg82l5dzShORSQXC5IFw39u7Wrj/8wq+uW0W6dFapmdG/1sNJEVRZMju4a6Tc5FIBIbt\nHnY09o9yncmlklGzfoD9rUOMSw5HLpMyJeOopff9Pa3sbxkKPv7VwhxW7O/A4/OTHq3FOGJC6Bx2\nBvckH3Z48Ytgd/swhB3Np+y6d/4oQ0COScdvT80nMVJNfLgKQ5gcQRCCbXZOhNkZuF//qH+Y2+tn\nT/MAKrmUv29pHAnBjWVv8yBtg3ZidCompkXy0d5AR4CzxgVySD6/iFQSEOaWATtz/rqBhHAVvVb3\nyCpQwu6mAXY1DpAUEUZjX0hAfur8bAXk2FYL41MjeGZ9HbctyMbj85MUqSbOoKJ10M6zF5XQMmBn\ndXkXc3Ki0ShlXLl8Dz0WJ3cvzMXp9fPMujp2Nw3yzIXjcHv9WN0+dtT3c8PcTC6ZnEJDn42zxyXw\n961NXDollS9vmcHN7+zn2jf3cv3sDH61MJdck559LYM8uqSYXU0DXDY1hS11A6yv7iFMIeWrW2ci\nkQhB++VdC3PptbgwahWsrezmyXV1PHXhOD7e187ZJQnMzjZyznPbyTXpWDAS5z7CrOzooP3ylvlZ\nrKvqYeu7B8iK0bD6cBfLZqWjV8qo6bHg9YkopBLOKI7nvAlJPLiqgjd2NDM+NQKfX0QhkzA+JYK/\nb2kkRqfkrHHxGLVKwtVyvD6RvDh9cECbmBbJigMdTM0wolHKRpxZo9uLQ2BGvr9lkCkZUUxOj+J3\npxfwzs4W2gYcmEfCLjE6FVKJgF4l59KpqQCcXBBLt9nJY2tr+PWiPM4cm8CYeAPnvbidtkEHgiAw\naPdw96JcEiJU3PzOAXJidUFX1tnPbuWFS0pHNXI8Edvr+1n68k6+uHkGTq8PlUzKyQWmf9pR2Ovz\nU5oSEdwL/Fiump5OXY+VN3Y04Rch3aihutuCVCKgC5Nz/ZwM4g1huLx+9jQNsmxWOmMSDGxv6Mfz\nrff8dluUosRwikZH0o7j68NdiCKcXGjC7/fz2tYmkiPDGJMYHihy9PnptbpoGbDzx88rA2FJEZbN\nSufzsk50ShntQw7u/PAgDb02xiWHc+8pefxqxP67sNCEyxOo/3n9yonoVfKg2KZGBTa/eujLKuRS\ngV/Oz+YvX1UzJyeabfX9waLRED9NfrYCciyxehVnjU0Ycfgk8asPy3j3mslcOzsDnSqw8c8T39Ti\n8PgwahW0DNhJN6qp67Hy5s4WwtVyrp2VgSk8jL+cW8T9Kyu4cFIy83Jj8fpETiqI5bODHayr6iFS\nreC8CUm8ddUknvymlmyTDrfXz3t7WnlibS2fXD+VlCg11d1m4sOV/PmcMeSadNT2WAlXy4PhFpfH\nx8Uv7+SiiUk09NrJjtXRb3OzfHsTmdFatEoZL186ntXlXdz1URk3z8siKVLN8xvreXpdHdE6JTOz\njMzIiqaiI9CKPjlSw9eHu7n/zALC5FJ2NQ/iFwMz4tNHCvzm5MRgMoShlEl54PMK9CoZSRFqttX3\nc8W0VPa3Bhxmp46J49IpqaNCIeeWJBKtDfRNuu2DgzT32/lgTxtnjxs9wq0q62RLXR/v72ljZnY0\nr18xkVnZ0aw+1MlLvyhld9NgoPPwt/j0QAdSicBTF44jSqPkgVUVRGoUtA06WFKayLDDzdbaXrbW\n9bHvtwvYfe98LE4vKrmUfquLtsFA08HEf7HH91u7WihOCifXpOPUp7ZQ2Wnm4+umsrtpgFWHOnno\nnDGkGjWoFUf/e8mkgVn6iTi1KNCO/Zb5WXh8fmQSgT+eVUhBvJ5xx+SEbp0/etXwxAXjRj32+UUG\nbW58YqCd/Asb68mI0VLdZTmugn3lwQ7kUoHGPjvXzc7gvd0tlDywhumZRr6p7Mbm9jE2KZzJ6VG8\nuKkevwj3nZ4fbFNypDFmZkxghbS3eTC4KdX+lqFRrW/u/aScR88r5vmLS4NFl3qVjIlpkYRrFDx3\ncSn1I9sHpESpefGSUjJjtOjD5IQK0X/a/KwF5KvyTjJjtLQOOlj2xh6kEgkfXDuFP55VOMqSOCPT\nyIUTk3lpcwMPn1PE6UXxDDvcODw+LpiQxKlFcQgI9FpcCAQqdofsHnrNTv64qoLNtX1cOiUVjULK\nXR+X4fWLLJ2UzG0n5QDw6NfVIMJ7yyZjcXn41QdlaJSBvkMtAw6KE8NZebCDU4qO7vvw/p5WMmLU\nVHWb+f3p+Vy5fA9rK7v58zlj0Cll3PreATw+kcunpdA+6ODW9w7wwbIpFCUauGBCEptqe1m+vZnl\n25uD51TIJNjcPsYlhXPPJ+XUdFsw6VVMTo8KJsOnZhqZOuLjv2xqKvtaBtnbNIhCKqHb4qJ90IHX\n52fVoS4WFpjINuloHbBjUMvRKAKDhtvrx+8XUSukJ9wR8W/nFbOjcYDt9f2MTQoYBIYdHm557wB/\nObfouMEQoNvsQCYR+KayB7PTQ+eQk1PHmChIMPDL+dlEaeX85tPD/O60fDqGHEHH15GvUVolu++d\nj9MbyFv8ozYaoigSpVFwUn4sX5Z3UdlppjjRwLjkwBbE55Ym8uHeNrRKOclR3/2/15Gw15F97N1e\nH/W9VuxuP4fahihNiWBlWSeLCk2sq+zB4vJy58k5aJQy7v3kEO2DdrJNem6em8WzG+o5f0JScAXq\n8vqo7bbS3G/n+Y31HO4wo5JLuGpGGlKJhAGbe6QliQKZ1MOU9Eg0SmnQadU+snHVxNRIfn9aProw\nOWtvm8UbO5rZUNVDQYIBQ5icjGjtSEeGTPQqOZmxWtze0SslQRB4f9kUnttQz1eHu6jvsbK1vp+L\nJyWTbdJR32sL7nwY4qfLz1pA5uXF8sn+dn634jDFiREM2N2o5NJRbazbhxxc8epunrhgLNVdZvyi\nSGlKOPetrCBKo+DuRblcuXwPGoWU88YHupM+dWEJ0zONPLmulmtnBYoIl29v4s6Ts/loXzsur4+9\nzUcb291+Ug4+v8gT39Ty1LparpyWyooDHeQn6DE7vXxd0c2M7GhkEoGHvqwizqDij59X8NTScby0\nuQHxYAcOj4+sWC01XRbOGpfAuKQIjDoFUomEnU0DrL5lBu1DDpIi1KjkUtKMGk4viifWoGJzbR8H\nWgdpHbCjUUjps7q4aloaw04Pr25tCnbW/TZH+lydOTaBOxfmsHxb4NjUKHWgAG4kXJMUqabP6kIq\n+HB5/cTqVay/YzZtgw6+ruhmf8vgqJl2jF7FGcXxo9qafF7WQZhCytu7Wnh1WxPXz85kQX5gYOwx\nO3lmfT0NvTYmpUWSF69ja10/T62vp7HfztNLS6jrsXLnyTlcPi2V8nYzL2ysJ0whZUlpUlAcFTJJ\n0BX15Dd17G4a4PJpqUxIiwzOnHc3DXLj3ExidCre2N6EWiHltgXZQbGJ0iqDJg2Am97Zz+H2YZZO\nSmZeXixfHOoctavgh3vb+Lysg0eXFAcT50c4stuk0+MjUqPg/AnJbK3rZUJqBNe+uRezw0thgp6V\nBzu4YGIyJoOK1Ye7eO2KSQjAnJxoXJ6A8w/gb1/X8MKmBialRQYr9Z0eP019NmwuDwXxevptLv52\nfjFrKrqxuLwMOQIriUhNoGvwmARDIDf3eQXnliQwOcOIUiYhSqsgccQptiA/hjSjlvyRfmgen5+H\nv6ykz+qhqstM22Bgu4JnlpYE2u+4vcH77vL6eXBVJV6/yLjk8BOG/EL8dPhZC4hMKiHOEIbT66Oq\ny8zKm6aP6n4KgRqH4mQDm2t7uXhyCvd+Uk5unI6FBbGsPtzN+3taMWoVXDsrg0smp4yatf72tHxE\nMdBksbnfzp6mQa6Zkc7Dq6uwurw8et5YZmYZqe+1saqsk4/3taJXyfloXzuLSxK48rU9PL20JOj5\nH3Z4ONQ2xNcVTrJidby+vYkeswvTiB10YmokQ3YPb+1o5q9LikmOCji0LpiQRGqUhts/OMiiQhNr\nK7up6rIQJpcSrVNy18IcEsLDWF3exa6mAd7Y0cI3lT3cODeDd66efMI6iG+jU8m5cW4WdreXq5bv\noanPxpa75iIZqY6+4MUdNPRaMYTJ2fnr+ShkEjbX9iGTMKqm4VhWl3cxJSOSh1dXc/eiXFKj1Fz+\n2h7cXv8oh9N7u1vJj9Nz/xkF1PZYaeqzsT91iN1NgxQlGvjLV1WMTYrghjmZlLcP8/mhDlaVdeL3\ni1w8KTDTbx9ycNPb+1gyPokziuM51D7Elro+EiNUvLa1kcunpzE3Nxaby4vd5QMdXDIllcwYLR/v\na6d2pMGmzy8yNcMYTBw39Fpp6LNhd/tIM2qO25L27HEJvLKlEbns+M1Bj+SpjrCpppeXtzRS2WFm\naqYRqSBQkhzO4Y5h/H6RK6alYnf7uOXd/RQnhnPWuASGHR6GHG6cHj/ekaXEkdYvAPlxenosTn7/\nWUVwNZ0do+O6N/YSpVWwIC+WVy4dT0OvjepuC8tmpfOnVZWYnV4i1Qo6hp3cv7ICjULKN7fPpqbb\nwsmPb2ZmlpHnLi6lY8jBgsc28cCZBby8pTz4WQZt7sBmWRXdROuUaJUBEXd5/Ri1ypEdHJtCAvIT\n52ctIBBIpv/l3GImpEYcJx4QSEpePT2d1Mgwrnh9L0q5hO5hJ2ePTaC+18ag3cP7y6aQGKFmbUU3\n3RYnF40MSjaXl199WMaAzU2YXMKB1iG8fpHbF+Twl6+rueXd/Zw/PgmJAFdMT6Oux0KuSU9SpJrm\nfguvXz6RhBHP/bb6PooSw/n75RNYvq2J8vbAVqsJ4WFsrO4lTq9EJZcQrVPy+NpaPj3Qwd2Lcrl8\nWhqZMTq6zU4eOLMQfZicKRlGWgfsCAKc+uQWck06Vt86k52NA7y2rYnkSDWXTEmmx+xie0M/YxIN\ntA3YUcmlFCeF4/X5eXJdLbctyDnufqkVMt6+ejJWlzeY/KzutjAvN4Yzi+Op77UGZ5unjDHh9PiD\nG0cdK75NfTaufXMvSpnALfOy+etX1ZxRHM8dJ+UglcCs7KMmiLNLEojUKBAEgexYHdmxOpIi1dR0\nWzijOJ5t9YFmixDYfKk0OYIYnZI049GCvU/3t7OvZYj9rUNEqOUsKoxj2cx0kiPVzPjLBpaNhFOO\nWHwhYAP/46pKWgfthMklxOhUvLipAY9PDApIQbwemVRywpwNwLqqHjJjtOiUMnotrmDfqBNR12Pl\n7LEJXDQphZve2Y9CJiE9WsOUdCOdww7WVfXw7q4WzE4vG6t7KbvvJARB4Pq39tI26OBXJwf6d6VE\nqYnRKSlNCSdWH0aqUcsbV04kMUJNmlHDPR+XYXX7mGbS0zLo4MXNe0mP1pBjCgh9n81NjC7QGiU/\nXs+FE5NQSCUoZYFeaD6/yPrqXlYe7OCkfBM+f6D25s6Tc3jym1pcXn9wQ64ei4vJaZG8uq0R6vpx\nenwYdQEBObLCDPHT5WcvIADnlv5jm8r/Y++8w6Oq8/3/OtNLMimT3nuHUAKB0EGkiIgiiqBi791V\nV1fX1d29urrqqlhX7GIXEQXpvZdASEJ6731mMpk+5/fHGUYC7L139/6eu97n4f0Pz5NpZ84Zvp/v\n+XzepcNk5+GvT3B1QTxDTg9PLcjh4pxIbE4PoxOCSYuQsjze3llLRYeFw/V9LB4TR03XIOtL2xly\nuokOUvNdcRu/nZfJB3sbONzQxx8vy+WtHXW0D9jYWd2DWinnP64YwVVv70elkPHRjePpt7k4baIR\nF6zl7Z21PHhRBjcUJWN3e0gJ13OqzczG8k6uyAjnqQVS4lxymJ6XN1cN0zBoFHK/eivIl9r33IZT\nAFzlsxhPMupICddT123l59JOvr+rCL1GwXWrDtE6MMSP90wBpILw2YEmbpqUfF69wNktqfUl7byz\nq46CxBDeWyHRf0VRJFCjJFgn4PWKLH57Hy8sHukXmn1xuBkAh1vEoFXy8f5G+q1O1pW0szA/mvYB\nO08ukPy84kJ0VHda2F3dw5UFcRg0StafbEerlLPg9T3cUJTEpLQwfi5t99n3S2mNZ+KWKclMSDFS\n1z1Iddcg60+2Y3N6uH1aKoFnpRSehtvr5eKcSD7c10CwTkWXxcEHNxaQEvZLy29uXhR7a8r4YG89\nNpfHb13/8f5GBoZchOiVyARo7B3ioa+O02VxsOH+KcPSDE+jqW+ICIOaRWNi+eOiPFxuLwM2F/NG\nRGG2uyUK8+hYEkJ1aJVyvj7SjEGr4trCRGKCtSSF6f3swzXFLRyo62N7ZTcPXpTB/Rel+z8nN9rA\nQJYLo16FQi7jb1eP4ssjzVR1WMiNMbD5wan+zdbtnxxhY5lkq7+kIJ7cGANGn/+Xw+3FoFWgkssw\naJXcPSONhFAdf/7pFHN8539mVgR7qru5bUoKS8bGY9SrWVPcSkZEAAU+K5Sm3iESjBeMFX+NuFBA\n/gvo1XJigqXecrBWygf542W5vL2zjmcW5hIbouOuz45yoK6PF64cyXOXj2BXVTcX+9Tpqw82MiIu\niLzYYObkRZEWHsiBul5e3VrDlWPj+PJwM/lxQSSE6ogL0fHeinGs2lOH0+MlLzaIlv4h4kJ09Fqd\nrNxWQ3PvEJPSwlg4KoYHLsrgjk+PopJLNuzPrT/FY3OzuGxULAtGxiCXCbQO2ChvM/t3c6IotTEE\nQaAgMQTj/CzGJASz9N39PHlJDiuKkihvN2OyuQgNUOP1ioxLCmEcIX4LlE1lnWRHG/zFo23Axhvb\na3hwdgZhAWpGJ4TgdHvpH3Ly2cEmXF6RmycnU9Vp8e+uT2sfnl88EkGAR+ZkkhCqw+sVKWkdoLR1\ngDumpTA1PZzdNT1Mzwxnky//w2xzMyv7FyPA0wvyJwcasTrc3DIlhUCNAlGEsjYzXx5uZklBPG/v\nrON48wCXj47llauHM6LUCjljE0NIjwxg3J+24PGKTE430m918sicTP9w2+Xx8u3RFuaPiOaboy18\nsK+BP1yay+ycSNQKGQq5jNYBG16viN3toaHHyhVjYnF5vIT7ZhxWp4e/bqzE4nCTF2NgTm4Ua49L\nHmkAf99d79dptA3Y6DLbaTfZ6Rl0EBOsYWdlNylhevRqBdnRgQiCwK6qLsYkhqCQCbT02+gfcrGz\nqovDDf3EBmu5fVoK1GqJrAAAIABJREFUMcFaKjrMON1eZILg1z71n2HBAnBlQTxPri0DYFxSCElh\nenZX96BSyGgfsPHI1yX0Wh1MzQgfRnkeGHKhVyv48+V5RBo0/k1EbqwBu0saol8yItpnDy/4rqWL\n1n4bsWN0JIVJ5/jMYgZcKB6/YlwoIGehsdfKjyW/DDqdbi+byjrxinDvzDRquwd5b089f79+LDkx\nQVz//iE6TDa+vH0CI2KD6DQ7uOuzY6y+tRC3V6S608LktHBumpzMB3vreWZdOfPyohgZF8TftlSz\nvDCBsjYzz6wrJzvawIQUI09ekk2wTkWFbyH/44/lKHytFpVc4GB9L18daea9FQWYhlwsn5DIB3sb\nCNQo/C2Z03qAQ/W9dJrs/gLy4b4G9tb08tzlI3joqxNclC0Z5B2o6+PlzVW8f8M4cmOCqOseZEt5\nJ3a3h6np4cMsJR6cnTFMcPf6tho+P9TEpvJOdj4yHZ1KwabyDkbEGPh4fwMDQ9Ig9r5Z6QiCgN3l\n4bkNFf47H0EQKEoNo6zNxK0fHeHaCdI5OVTfR1iAlCPxxLws4kK0ON1e5uZFEXsG1fatnbWsPiR5\nY72ypYrMqECqOge5fHQsH9xQgF6twOb0+IVpKoWM8jYpR14mCMPsVjaXdXDthESONvazo7KHHZU9\n7H50BiAlMGZGBvLn9ad4dUsV1xQmMDktjIe+Os5LV+X76ch7q3tYOCqGTrODVzZXMyktDLPdRYqv\njRWgVnDymTnDPKEO1vVy/6x0egalrJnTiA7S0Dpg4/4vjzM1PYwvDzdTe4ZCe//jM4kO0tLUN4Td\n5cXm9PDennoArhgdw+GGfowBKmSCgMnmYuHKvaSE69n60DRW+Z7Xa5Xy6R1uD9MzI9Ao5czIDKfd\nZGdUvDRL2V/bS2q4ns3lnZzqkGKKk4x6Vi4bw0OzM1ErZX4a79y8X9iCgD+pEDhH05EdbfiHM7AL\n+PXjQgE5C9squvysFZBYNQ9elMEXh5sZnRDMgpExfHG4iW+OtvJUtIEn52exs6qb+z4vZmxiKME6\nJWEBap75oZzFY2PJiDIQqFVgsbs41W4mw2fnsP6kZGx3uKGPJ+ZnsaOyh2DfsFomyDjRPMDK7bU8\nMT/T53tlYsHIaAYdbtpNdo63mFj294MsyI9mR4UUAHn3zDTOxiUjYnCeITablRWJ2ebm57J2/rok\nn2iDhmtXHUQll+icp/HhvgaONPTRZXHSM+hg28OSWvs0TrfHXG7JCl6lkLG8MAGdSoEoitR0WtAo\n5Dx1SQ5v7qihttvKZB/9V6OUc+DxWdjPsvpoH7DTZrJzstXMQl+PfMupTr452sJjc7O4Z+bwnanX\nK9LUN8Sb22sRRYkWXJRqZG9ND98cbcHt8VLcPMCqFePQquQcefIijjcP0DvoRK+W8/mhJlYfbOKe\nmRKjS6+Ss7m8kyGnh2vGx/PArHRaBmx+Ftnqg01senAqn91SyOVv7mNTeSd3T09lXFIIF/vyMMra\nTLT0D9FndZIcpufkM3NY8vY+Djf0+wum//hFkWCtkgN1vYQHqnnwLHX4TyXtNPRaCdYq+fOiPMID\n1JS0mvy5K20mu58e6/XiixYOZUlBPIfqexkRG8TisfFMTDEik0mtwkO/m4VRr0YQJBFmdJCGQI2C\nH0va2FjWyZEnpUieVSvGsaemm0SjngC1gjeWj6Hf6mRBfgwf72/AqFeTFRWIViUfVoD/p3B5vLT2\n2zAGqAhQKy4kEv7KcaGAnIXTpnKS7YJA76CDMYkh3DE9FZkgcKypn11V3dR2W2nstfL6stHMGxHN\njyXtfHushRGxBjRKGf02J4cb+rihKIkwvZqlfz9AdaeFZy7L9afQZUQG8MzCPOQyqO4a9LcDNpa1\nc6ShnxsnJfLTyQ4en5fN+/vqmZBi5PviVhQygRmZ4Rys60Uhk7F4bBwRBg3fHWthRKyUEmh1uHll\ncxX3zkpnR2UXF2VHolcrSDDquGVKMtNe3MEVo2OYlxfN9Mxwkox6jjT0o1cpyI8PxmxzkRcbxFdH\nWhiXFDKseJyJr462sK2iiwdmpbF4jLRAHm8eoK57iHCDhuWFiVwxJpZT7ZZhqnONUo5GKefDvfUk\nGHVUdQ7S1DvEjUVJZMcYOFzfS8uAjZ9OtpMRKYnVzsYf1pXR0m9j9a2FHKrvZen4RPqsDha/JWXP\nj4wLoqLD4vdgUspljDtD32NzeihICuHDfQ389ruTvLY0nySjjgGbm9e21mC2udjy8DQAfjzRRkq4\nnpTwAN7dVUt8qJZH5mQxLSMci11q3YiiyF2fHcPtERmdEOJXuN80KZkp6eF+08vTeG59BXaXhy6L\ng+WFCefQpX862ebfaKy8ZjS1PYN4RZFlhYnoz5hveb0i9b1WJqeH+UWQmWec62+PtrD2RBv3zUoj\nUK0kIlASo356S6H/OU29Q8NMGmUygakZv2ykQDISDdGr+NOiEedci/8MoihS3SUde4BawckWE1nR\nBj+xwO7yIBMEVAoZNV2DzHt1N08tyGZXVQ8f3TT+n/qsC/jfxYUCch70WZ1c+dY+PrmlEJVcRlWn\nhVHxwdzwwSFONJt4+ap8dlR1c8e0VHQqBTqVgo9vKuTRb09Q3DRAbkwQITolP5xoY3lhIidaBlg6\nLh5RhPUlHTx5SQ7NfUP8dl4W1Z1mbvn4KG9fO5ZQnYqjjX3sreklVK/k++I2bpuajEIu8Pi8bGq7\nB/3isUvyIllWmMB/rD+FRinj9qmpvL+nnhuKkkmLCMDm8lDaZmLe33YxMdVIolGP2eaivN2M1e5G\nEEAul3HF2/vIjAzkmvHxXPP3Q+yq6ubrOybyt6WjOVDbQ5fZweVjYv/hudpb00Ndj5UXNlZR3Gzi\n79cXUNw0wPjkEH4u7aAwOZS0iEC/BcvZaDfbmZkVwf2fH2fI5WH/4zORCwJPfV/KjKwIlhcmcvno\n2HN2on1WJ58eaCQryoBerfB//utLR3PfrHRe2FBBklHPfbPS/Tb3Z6Kpd4iXNlcRolOSE2NAJZdR\n3mbh7V31yGUCc3IiGZMosbUA1p5oY+m4BDpMdl7aVEVMsIbJPj+rALUCt8dLr9VJ36CTyCANuWd8\n38IUI3Pzos75Dg63hyTfLOPsoT7A0nHxPHfFSPqtTt7fU0d9j5XGPts5ivRTHWZ+Kmnn8tHnv07R\nQRpmZ0cQolNJFOTz4F+ZM3Sa7ah9rLFeqxOr3U1V1yDdFgczssKJDtKy9VQnd356zH8XPCnNyGe3\nTPC/R7/Vyfj/2MK71xcwIzPCf75TwvR8X9xGeZuZN7bX+NM2L+DXhQtX5DwI1at4fH42UQYN4YFq\nbpyUjE4lJ1CjxOnx8vauWp67YgRJRp3fHn3LqU4UMoH0yEBKWvrZWtHF29eORaUQsDo9LMyPwepw\n02mxkxtj4A8LcylrM3G0aYDND00jO9rAPauLuebvB/EiopTLyIkO5KeTHVz6+h7qe6yE6FQUJIUQ\nZVDjFgVW7W3g9wuymZYRzh3TUvnmziL/Tj0sQM1nt0xguU+bMio+GI1SzvMbKnh9ew2PXJzJ+3vq\nEUWo6LBwvNnM5gencuf0VJ5ZV47J5mJEXDCXjIzmMl+gUp/VyQNfFFPWZvKfq5snJ/ttzE+rpzeX\nd1LdPYjHIzLnb7t56vtSnl1XTk2X5Zxz/fi8bD4/3IzF4WZWVgQRgRo+PdCEy+NlUmq434LlbLQN\n2IgO0nLfrDR+ON6G0+3FbHMhkwlcW5jA5oem8fr2Gu767Bh/+KGMhSv38MrmKqo7LfQMOlAqBG6f\nmsKktDCCNAquGB3D+tIO5DKB15aOIifWwOqD0lylsddKgFrBTZOTeX2bREO9dkIiT64to6l3iJXb\napj76m5Uchmrb52AXiX3zylEUeSJMzLAQbpjWPrufuwuLzOzIv6hgePUjAiCtEqSwvTcd1EGD12c\nyS7fPKahx8q6E214vSK5MUHsfmwGRannT/orSgvj8tGxdJjsxIee3yDxv8Lfd9Vx+ydHmPfqbn/b\nbGDIRbfFgcsjUvCnLaw+1MStHx/hiTUnKW2V7HEON/QPa6F2WxzD3jdEL2WglzRLv6nT9iWtA3ZO\ntpqY/9puNpV3YLH/1yaXF/C/jwt3IP8AZ3PQBUHg3plpbK/sorTVzKtbq1l/sh2DRsHFOVG8sLES\nhQweuCid5r4hbpyUxKf7G+kadFDRYWbN3ZO4viiJ/XW93PjBYW6anMTDszMZGRfMkNPD8xsq2Fgu\nmdqNTQghLkTLwfo+Pt7fSKBGyal2M8FaBXfNSKO2a5Cnvi/ljwvzWD4hgUvzY9Gq5GRGBUr+WpGB\nzM2LQi4TuHtGmp95VdczyAMXpVPZYWFSmpEZmRHsru5Gq1KweGwsdqeXJ9acpNPsYG9NDxsfmMoS\nX9++tNXEnuoe1p5oY19tL9/cUUSIXklGZCBr7ipiy6kuUsL02F0eHp+fxci4YJ5cc5KDDX3EBGs4\nVN/HnZ8e44GLMvzeT1WdklljflwQE1OMpEcG4PGKrD3eyvwR0f+pgDEvNojdj85ABNRKORdlR/jf\nVxAEAjUKKtqlgiUTBEpaTITqVRSmSC2stIgAzHY3udEGZmVH0DvoIN6oBVFGUWoYqw82scyXIpgQ\nquPN5WMAyIoKZFR8MFaHh88PNbGmuIW7Z6QxMORkY1kHS8cnsPaeycN+NzOzIvj8UDPBOiVFqUaC\ndSo+umk8HSY7gRolc3OjaOobIj5E+w/tUw7U9VKYbKTb4uDiV3bi8ogMOtxUdpqZnR1FTozhHCNF\ngGNN/Tz6dQk5MYH8dl42/VYnT6w5iccrIiDw9nXDI3mGnG5+PNGOVxTxirCsUHJl2Fvbw45KKQOl\nuX+I1PAAEkJ1HGroIz0ykAC1AvUZYsg+q1QopqaH+fVJx5ukgDGA1QebKEo1khSmJz8umDYfc63d\nZGNebhRWh4sbipIYdLjoG3RyvHmA7kHHOXOkC/j34kIB+ScQHijlfbg9IgaNgpsmJbOvtpcXNlYC\nMDMrknd21nPL1GR+OC6Z1Vkdbp5akMMT351k7d2TeOmqfHZV9TA6IRiXx0un2cEPJ1opbh7ghcUj\nyYkxkBNt8Flj21g0KoapGeEYNEpu/PAwU9LDSDLqefrSHDaVd2Cyu3hvdx3bfzOdQ/USkwpg5bLR\n/hAlQRAobzPz5JpStEo5e347kyCtkrevG8uQ043T7SVYp+Kxb0roNDsQBLh1SsowxoxXFJk/IgqD\nVsFffq6g02JnR2UXf/m5gsVj47h1SopPAGnl0wON3DlNQW6MgVt9tu0zs8K5c1oKWTFn5HBvqWL9\nyQ6WFSbw+W0TsDklW/wND0xB4PzDU4kV10Gv1cnk9DBSwwOYkRnBjMzh/XqlXMb1ExMpTA7lzR1S\nhO3I2CBe2lTFt3cWYRpyopCBR4SL/7abwuRQlhVKOgS5ALf4vs/p83dal3HdxCSWFyZgsXsQRXhn\nVy0pYQFsenAaoXoVnWY7T31fyitXj0KvVuBwe/yutABPzM+iKDWMQI3Cr6UYdLi46KUdLJ+QwPTM\nSMYkBA/TgRxr6mdKWjhBOiWdZjv9Q78YFa7cVut3Js6LDeJoYz+3f3IUpVxgTm4U981Kp3vQgcWu\nJSZYy+GGXv9cRXWelpDF7h52vNeMj0cQBAqTjbT0S35jVt8dk1Yl96vlVy4bTUq4nivHxhMWqPIb\nSZ7pnRagVpAUpqO01cQlZ2wQLs2P5s0dteQ+vZGcGOm3r1HJ+e6YNO9Liwhg0OFGp5T7oqgvsLZ+\nLbhQQP4JxIXo2P6b6VR1DPL6tmoEARbmx7D+ZDvXT0xEJghYHG5qu6woFAIDQy5mZUeweGwcL26s\n5KP9jdw8OZm5eVEM+obc+fHB3DEtlaXjEjjU0Eeub4HtsjjwiiK9ViddFgc/lrSRGRVIdJDUVitr\nN+P0ePl4fwPLChMw29w8/PUJ/7E+v6GCSalhNPZayY8P5nGfiePt01IoazMxJiEEjVLum+FIr/nD\nwlwigzRcNiqG5LNU+SPjpDZVyY5a8uOCefSbEq6fmEiwTsXH+xu5ND+G+FAdD311gvgQLc//XMHG\nsk5eW5rP1bJ47E4PD3x5gjump3L9xCREUaTM5wJckBhCcVM/v19bxu8vzWFcUih2l4er39nPnNwo\nFo6K8cefVnVaJPO9HitP/1DGwvwYnG4vb107BpPNRXOfjYRQLUE6FdeMTyA+VOcv8B/ua+Aan8/Z\n9soutld2Ex2k4a7pqby5o5abJyVz/fuHeHB2Bjql/LxzG69X0pwkhwdw/cREzHYXYxOD/QSI59af\nwuH2ojuDmfT8FSMYsLkYGHIREahmwet7pPnV5SOo7LAQE6zD6RHZVNbFB3sbUcoFSp6e42c3RRo0\n/H13HTOzImjpH+Lz2wqJDdZS2zVIeZuFtPAAUsKl6+VweegZlHb/pa0m3B4vXlFkyNdqPd78S+7I\n+eYeQVolH944DpkgDHPCvXN66nnNDffV9FCUFoZRr+bLw83cOT0Ns83NivcPkR8XzNXj4v3i0EtH\nxrDozb2UtJh4a/kY5o2Q7kYUchkOt5fZOZGMTw6lutNCa/8QSrnEFDuddhkfoqVv0HnOMVzAvw8X\nCsg/ieggLXKZ1BJJDteTEqbnyrFxBGqUbD3VyU2Tkugw2WnqHWJMQgg/lrRzzfgEnr0sj1D9L7tK\nrVKOCNz52TGKUo0UJofy2rYaKjssTMsMx+b08MKV+cx+eSezsiO5d2YG2yo66RtyEhssLdAjY4NY\nOi6BmyYlY7a7WDwmjq+PNGN1SqyW8jYTt3x8hAcuyuCpBTl8uK+B6ZnhXP7mPuJDdVxdEM/Nk5P9\nw0mtzxjwTAw63Nzy0WGmpIezbHw8e2t7WDI2nrK2BpaOi+e1rdVcOSaWgsQQXB4v6eEBuL0iHq+b\nwuRQ1h5vJ0CjICMy0G+BDpLn0ee3TmBbRRfz8qL500/lnGw1+enBG8s6OFjfx8H6Pv68/hRr7iry\nF7FpGeF0WRy8uGQkm8s6CdZJs6lvj7XQ2DtEXLCWmu5BHp+XjVwm8PMDU+k029lb0+M3LOw0O5iX\nG0W31UFT7xBzc6NweLx4RVDIZKRFBLKrqpv5I6J5a0ct6ZEBpPoW6hsmJfP1kWZ6gjWMTgjmlc3V\n/HFRHidbTaw/2SHdQflWX7VCMudctaeetcdb6UsPIyFUh87nAlzZaWFyWhjPXZ5HolHPkcZ+ui2O\nYdTY0lYTK7fXoFXJedFXDEHSs7yxbIx/hw/4/a5Aat1FGDTMHxGNTIAui51l4xLIjjbg9oiEnMdF\n4LWt1RSlhg3Ly3F5JOFh6hPraXj+kmHPP/3Zz6wr40hjP6v21PP+inEcbujncEM/8aE6fwGxuz2U\ntEizjkMNff4CMic3ilC9ind31bGpvJNEow67W2RKejgyAep7rIQHatCrFfQNXSggvyZcKCD/AiIC\nNay/fzIPf32C2z45yjvXjWViahiLR8fy5NqT7KvtY25uFFePi2N7ZRc7q7q5ZUoKXq/IieZ+cmOC\nUMhljEkMITfGIEXjNvTz8OwMooM0PLuujOPNJpYVxvOHhblMTg/j9a3VfH6omVsmJ1HRYUatkLF8\nQiJXFcRzrKmfVzZX8da1Y1k0OpY3ttdw38x0DjX0YXN5eW5DBQvzY3h0ThbfHWshPy6YI439PLeh\nginp4bQO2MiJDuTJ70t5+tLcYfnUH+1r4EBdHwfq+nhnZy2PzMkiMyqAKJ+Lb/+Qi1nZkVR0WOgd\ndJAcrmdKejj9VgdWp4eP9jdw6/hk7lldTK/VyWNzs7C7PEx8bishOhW3TEnh22Mt/HCijdyYX0Rl\nZyb0hepV5EQbEEWRzw42csWYWL+K/fffl7Hu3kmoFXJunpzCN0eb6Rt0+g0mb/jgEMFaJddOSGTR\nqFh/W25SWhj7a3uRywU6zA6cDjf763oByQrmUEMvb+6o5eKcSE51mIkJ1nD1O/u5e0YaXlHkqoJ4\nIgwa0iMCuWRENJ8fauaH463cf1H6ed2L7S4P7SY7nWYHE1JC2VbZxakOM5eNiqW4qZ/EMD0NPUPc\nNyv9nNeeHsinhOm5Y2oKfUNO2gbstPQPnUNvTg7T8fi8LMID1FhdbtYUtxAbrOVoYz9ri9uIC9Vy\n56fHAHhodsY5McIFSaGE+FpLH+yt55XNVZjtbr69swiAtcdb2V/by5zcqGG+YOE+b6zsaAPxoVp+\nNz8bY4CK+SN+ERXqVArCAtT0DDo40tA/7HOjDBomJBtJDtMxLkk6P819Q1yaH8P17x+ib9CJxeHm\n+gkJ/myaC/j340IB+ReRFhFIslGP0y0SYdDQZbEz99XdOD1erhmfwJ8W5bG5vJPXlo5GEAQGHW5u\n/egwWVGB1HVbWTQ6ljm5UczJjeJUu5n9dT2sO95OY98QWVGBXJQdweqDzehVCuwuD7+7JIexiaEg\niMQYtFw2OpYwvRqn20ugWkFZm5nbPj7C364e5Y+bTY8MoKrTQmWHBbPNxT2rj3Kqw8KqFeOo6rTw\nzdEWIgLV9FkdxARriQjU8NvvSvzxvQDhAWpuKEoiSKvks4ONhOiVjE82Mj7ZSHmbmesmJHJxbhTP\nrivjo/2N5EQbmJQWxg8l7XRbHLQN2Nhd1YPN6WF6RjhJYXoO1fdxz8w0tpR38eefpPAti909zJNs\ncloYH+5rAGDRqBgUchm7qrqJDdby3u56PKLIz6XtzB8RRULoLwXvi0PNXDYqhuuLkjDbXeyo7CZU\nr2RDaQdKuYyrCuL5/aU55MUGUdVp4eujzTT0DrFiYiKbyjuJCFSzv7aHAZuLzMhAugedbD3Vxfik\nUKxOKYr4lS3VRAVp/ccrCALLChOYmRVBXffgeX8vd01P5eXNVZh88bp13Vbquq1EB2lxe7z8WNLO\nrOwIPKJIh8nGvTPTUcgEX+qigokpRj7c14BWJeNwfT+X5scM03GcxtdHW3htaw1jE4NRyGQcrO/j\nqoI4wgJU7K3pITPql+LmcJ9L6f1wXwNZUYHkxgYxLimUJy/JIVSvIjVcz9vXjuFAXR/fHmthTMLw\nPPWVy8YMG+IXpRl5e2cdlR0WHj8jv+Wlq/LZWdnNb+dlDXt9fKiOFUWJyGUCgiCwpriVHZXdTMsM\nx+HyEheqIyxAxXIf0+8Cfh24UED+B/jrknzaTEO8vbMej0fk2UW5tPTZmJgaSn2PFblMYEp6mD+0\n6JWrR3HrR4cJ0EjOq6E+s7rsaANlbWa6Bx30WZ3sq+3lnevGcsfUVK7/4BBymUCf1cnsnEjCAtQ8\n/UMZB+p6WTExkakZEWRGBfLBDeO49/Ni7v+imA9vGo9CJuOVzVV8ebiZqelhvLF8DLXdg7yzq467\nVx/jpSX5/HTfFN7fU49WJWN8spHnF4/A6vxlUVm5rZoQvYr7Z6Uz9cXtLB4T52fRAOTEGPjjojwA\nbpyURF6MgV3VPdz/RTFOj5e0iEDqe4ao67ESqFWypEBacD1ekWONkifVy1dJEb6zcyKZ7LP8KG0x\n8eyP5QD8cVEec3yMuKyoQJp6rWRHGegdlDQX9T1WVu2pJ0AtZ2ZWBFWdFp5aW8Zffq7k9wuySTLq\nyIgM5JKR0ajkMr9/V3PfED+caGNcUihTM8KZmSUtVDKZgFcUOdli4rapKZhsLkbFB+P0eNGr5Bxr\n6ic1XM+0jHA8XpE3t9f4fc+igjREBWkQRRGr04PT7UUhF6SwLbOdN5aNJiVMT0ywjg2lbajkckrb\nTPxY0s7S8fFcMTqWOz49RqBGwUOzM3lvdx3l7WYWjIxh1Q3SpsDl9lLWbsbhPn987mm9S4/FwYqi\nRJ6+NJd3dtUSE6ylw2zH5vKyeEwcm8s7UMjOHaJnRAT46Qu5MQbyYn8hPRT7mFAX50QNa3HBuVG6\ndpeXdSfayIgM4PH52bQO2Ogw2XF7vCwrTPA7Mp+JfbW9eEWR6T5SRJRBg0Gj5MATs/zP6bM6/2HY\n1wX870M4TfH8v4CCggLxyJEj/+7DwDTkAkHSOzz1fSmT08PYXN7J+zcUMC4plInPbeOROZksHR/P\nF4eauWRkNEa9ioUr9zIhJRS9WkF4gJrXt9Xw032TMQaoEUURh9vL4YY+Dtb18fDFUkhRWZuJ2z85\nSr/VyZaHp/HG9hr2VvcwKzuSnBgDV4z5ZddusbvYWNbB4jFxvLq1miMN/bSbbHx9R5F/yDvkdLOm\nuJVVu+u5eUoyv1tTyi2Tk+mzOsmKDuSyUbH+2FyXx0tLv43oIA2vba0mIVTL0vHn7gCrOy1c8toe\n5uRGsqemh6sK4kiLkGJ4P97XwD0z0xidEExGpIFwn1CspGWAhSv38vDFGby0qYoZmdIivnJbLT8/\nMBW1Usamsk7mjYhCrZAK8KPfnOCrIy2S+eLFmaRFBNBlsfPU2jJEEVZMlBTaQVolpa0mrD6fqXtm\npfFzaQeVHYPcPDmZnBgDTreXT/Y38Of1p8iMMpAeEcCPJW0UJhu5fEys3zX39EL13PpTkqA0IYSE\nUB2Xj46lZ1DyPRuXFMLEFCMTU8OQyySvr0/2N/D8z5V4fDOJUfFBuD0iFoeLxl4bI2IMLMiPZld1\nD4/Py2JTeRe7qro43mziz4vyUCtlvLixkk6zgxCdkqcW5JARGUhWVCDfHG1h8Zg4tlV2MjDkwuH2\nsnSctCgfbx5g0Rt7AbhiTCwvXzWKY01SYuRrW6uRCQIJRh3XjI+npsuKyeYiKypwWKEAyexy1e56\nNj441f+3e1YfY1Z2BNsruvnhRBtzciN557qC8/4fGRhyMurZzZJA89k5PPtjObuqumnoHeL+WemM\nT5aya6KCNP5gNbvLgyDgv96n//Z9cSuXjZKo6uP/vIV19072/0Yv4FwIgnBUFMXzX5j/z7hwB/JP\nQhRFHv22BBGRTWXS0Pz0rm/lthoem5PJLVOSubYwgb9uqmRGZoSfQbRy2WhOtAxw3+fHmZwWxktL\nRrL1lOSimhZEoWp9AAAgAElEQVQRgEYpZ0p6OFPSw9lY1sGEFCO5MUHc6rOYaBuw89nBJkQRvKI0\nfHxuwynum5GGXqMkUKPkyrEST759wM6hhj6+u3PiMMdUnUrB8sJEBOAPP5QTEahmc7k0iE4w6vyD\n1coOCy39Q8zIjKB70MGo+OB/mM+gVyu4cVISTo+XIaeHD/Y18v4NBTy3oYJLRkZzqL6Payck+nf/\npa0mPtgrGflVd0pajbzYIKxOaXd62vV30VnKardH9F0DSQV9omUAAYFpGeHkxwbxxZFmHp6dyaPf\nlviy4q3MzpVaXLdNHc4gUsoFvituxSvC7OwIVu2pR0TKKOm3SoNaQRDotzppM9l4cHYGNV2DLHh9\nD2vuKqLb4iA8UM2Xt03A6nRT0W5h0OGmpX+I3JggbpqcQk3XIAqZjASjRF0dcnkwetRckhfDjupu\nKjsGqe+28vmhZu6YlsoNRYlsKO3AqFOx6VQncSE6QvVqilJDeWZdOUNON7sencH6kx209g8RadDy\n9LoyPF6Rum4r981Kp23AxiNzMofRhBNDdRys7yMiUIPF4eLdXXWo5TJe3y7RmzVKGSVPzxl2VxCk\nVVLZaeGN7TVMSAklWKfi3pnphAWomJsTxc6qbn9K4/kQrFMR5jNx7Bl08uxlefxwoo2/bKhAo5Tz\nwd56hpwenrwkx/+a03fqZ0IU4c8/nWJSWhgGrZKvbp/Awbo+Fo66MAf5NeBCAfknIQgCWVEBnGq3\n8NKSfL4rbmFvTS+j4oOJNGgI0Cq5a1oqv/+hjBlZ4XiBBa/vZnySkfz4IBKNeubkRhKoUZIUHsCd\nnx3j+omJ/GbO8J6wyebijk+OsvrWQlYUJeHyeFnw2h5EEWKCNDw0O50nvy9lTXErVrubPy7KG3Zb\n/9wVI7huYuI5O8uNZR2khet5a2ctbq+Xl6/Kp7hpgFe2VPHA7Az/IvLHH8vZU9PDhJRQPrpx/Hmt\nNk4jJljr73PHheio6rCw7ngbU33eTC9d9Yt1ek2Xhcve2EtauJ6nLskmSKdEKZfz8MXnhlOdjXtm\nppEbG4Td5cHh8pATY+CVzdV0mO3cPDkZtyhi8/X10yMD+fpYKzFB59+pCoLkJzZgc2IMUGN1ehiX\nFEJOjIHrVh1iXHIocSFaLn19D51mB3qVnDumpxAdpKG4qZ+dVd0cbx7g9WtG89i3JZIavLqH4uYB\nFoyIYklBPMsnJLLs7wdZXpiARilnZ1U3E1NCmZoZzoBdovR6RZHPDjbx1ZFm7pyWyoqiJP700ylM\nNhe3TklhTm4kq/bU8fDsDLosDr483Myu6m7CAlT8XNrBAxels/VUF5UdZo419g8bWp/+HbWb7Lyx\nvQaH20u6zxfszGJxmu10JuJCJMX6adbXrVOS+d0Zi/3qWwvpMtv/0+u157GZ/qLwxvYaSloGWH/f\nFJ/+47/OO/d4RUrbTJx8Zg4guQ8khQWQFBbg96q7gH8vLhSQfwF3z0inpGWA17ZVU9pq5toJCShl\nMq6dkEBKeACvb6shPEDNyNhgvjrSTGmrmdJWM3dOS0WtkPPOdQWIosgj35Qw5PScY38NUsjTFWd4\nQL27q45K32792cvysLm8nGo3IwhQ1m7m4/2NXD8xkWNN/cSH6IgwaM4pHgAt/TYEYG5uFGVtZtoG\n7Fw/MZHGviGmnxGh+s51Y3lvdz1TMsJQK+V0mOxE/YPF+EzcPDmZinYzc1/dTWywlheX5PsfE0WR\nFzdKbZ3KzkEO1PfSbrJz9/Q0vF7xHKvvM7G/tpc3d9Rw+ehY5uTGo1cruP+LYjrMdhQygdyYIKak\nh3PdqoOoFTLsLmkG8eTaUpYXJnLHGTnlXx1pRikTKG834/VCr081rVHKqWg3E6JTkREZSEOPlRmZ\nEagVMuQyGccaB4gP0bG3xud0OyYOrVLOofo+rhwbR3SQlgdnZ3CqzcRzG07x0OxMvr+7iOc3VNDS\nbyMpTI/DLVLdYcHt8XKovo/C5FCmpIexu7oHnVrBzqpuipv6aegdYmdVNzMyw7HY3RQ3D3Dz5CRW\n7WxkanoYFruLMIOGqg4LGoWMu2ek+eNfP9xbj8sjcuvUFNYdb2NrRSdLx8WztaKLrOhADFolI+OC\nuH1qCk6PlyCtgte2VvPQGUX8zARFvUrOGW4k1PicEFYUJf2nv4Uz7yh2VXVzsL6PpeP6/eytgSEn\ngiCgVshQyWXIZALPb6hg3Yk2FoyM5t5Z6Tz01XF2PzoTwG9OKYoivYMOIi60sf7tuFBA/gWoFDIi\nDRrMNhcjYgyUtphwe0WeXJBDc58NuUzg5c1V0rDT5eGGiYmolDJSw3Ws2lNH64CN6ycmkhkZwO3T\nUsiLDUIURd7aWYtWKffrSs40j5PiQmVMz4gg0ajjDz+UsfqWQk60mPjdmpP8dVMlGVEB3PbxUR6+\nOIOGniEenJ1xTjyqTiXj9k+OcsOkJDxeqR3X3J/GHdNSht3B6NUKf7CPKIrnLR6iKFLaaiY7OnDY\nsb67qw6A26amDDMxFEWYPyKaUL2asjYTo+NDKG9r4s7PjpEfF8TTl+aSE2M4p5VR1mYi0SixldYe\nbyU1PID8+GCmpkuZFSq5jOpOKQ54f20vKoUMj1dkSUEs+2v76Lc6aeixEh2sQSWX8bfNVfQPuUgw\n6rhuQiIt/TYKEkM4WNfHAxels+exGQiCwPfFrXxxuNk3IzCQFW0gJzqQ480DfLCvAYvdxVtRgYxJ\nDGFcUiiBGmn2svZ4CxGBGp747iQvXz2KlcvGcMfHRzDZXQRoFFidbgxaBfuO9OL0eAlQyXn60hyu\nHBvHbR8fxeURuXJsHIIAg3Y3gw4Xt01JJi8miJyYfmZlR7ChtINnLs3lrV21HGnsZ3d1N6MTQlDI\nZXx8oBGb08OKoiRGxgXx5NpS0iIC+PBGydn2zk+PsmpPPbuqewAoSjUOS6+UficKXlqSz8Nfn+Dd\n6wuYdIbWJNKg5uGLM0mPPL9D85lwebwMOTzEhUhttK+ONPsLyGPflpAfF8yLmyqJNmhICtMT4Yuz\ntTjc2F2eYfOQ0xB8+pYL+Pfjv1VABEFoACyAB3Cfb0AjCMJ04G+AEugRRXGa7+/vAwuALlEU8856\nzb3A3b73/UkUxUf/5W/yv4z4UB3PLx7J02vLiArWkBlpwO31YrK7MGiVBGuVHG/q56kFuQRpFbyy\npQq3R2RCspEQnYJVe+r57lgL6+6djMvj5XjzAC/8LLUL3t9bz87fzBi2I79lSgoX50ShVgjc+slR\nSlpMFDf188KSfJ65LBezzcVvviphemYE109IorLTzNriVq6bmOgvDKYhF1tPdXPJyGiuKognJUzP\n0z+UkRoeQHJYABa765woVbvLw9J3D7B4bBzLxycMO6b1Jzu45/NjRBs0/McVI5ieGUFz3xBrT7Sh\nVsi47Kw+tUwm0Nw3RFFKKDHBataXtmOyObk4J4JpGRE8seYkiUYdv52XPWwH/OHeeq4eF49XlKxM\n9lZ3c7ihj7l5UcwbEeUL25LuKAQBEEVWbq9lUpqRkXFBGANU/PbbEt5bMY66bgt9Q05eWDyS+744\nTsQUjV+pbgxQ+Szxg/GKXio7LCzMj+bVpaPZcLKdx749icXhZkqakRGxQYTqlQzYXEQbNCx4XcqW\nj/WppQuTwwg3aPjqcDNFqUZeXprPwbp+JqSEsq+2l3Un2piQEkpuTBA2l5s+q5OKDgsLR8VQmBLK\nhpMdvLa1mtHxwZS1WXj44ky8XpF5eVHU91hpG7Dz8pYq1Ao5L1+VT4RPaAeSRYnZ4+LbYy2+gqvH\n5fmFLOPyeDHZXKwoSiRMr8YjisOs3E/jslExzM2LGmYdDxCoUfqG4E62lHcyKzsCQRCo7ZZIE31D\nLq4rTMDq8nDbx0eYlhFOgs8W5sy74junpfLjyXZSwvSIIihkAgM2yaYlWKvE4faiUV7we/0145+5\nA5khimLP+R4QBCEYeBOYK4pikyAIZxoTfQisBD4+6zUzgMuAfFEUHWe95v8EsqIMfHHbBDac7GBy\nRhgbSjuYlh7GXzd2clF2BDuqupmbF8nXR1oI0ip5f28DAPNGRKFRyLlkRDRKmYwjDX30Wp3kxRoo\nbTVz6ciY87ZzTltPvHxVPnd/VowxQMnG0g6qOy3cNSONUfHBvHjlSETghZ8r2V7ZTVmb2TcfgSCd\nkhVFiWgUMnp9Q+BrJ0hzkre319BhcXDz5GTiQrS+/7xyvjrcTLBWyVPfl7LmWAtvXzvWv/tr6LUi\nipIl+6o99fxY0s6SsXEkGXXUdlu56OVdvLFsNIW+1orXK/LpgSZkAkxON1LRbmFUQjDdg05MNmkB\nXTI2jpc3V3JDURJjE0OpaDfTaXYQFqDhYH0fGZEBfHGkmUWjYnlufQX7a3t4bF42V4+LZ1R8MPlx\nwawoSuLx704yPTOCZ9aVsa+2l5smJROgUbCvpofL8mMp9xktTkwxsmRsHAq5wObyLo42DqBSyNhw\nsp3ankHmRkrtxb9uquLpS3Mobh5gVHwwWyo6+eFEOwqZQH5cEBGBao41DbCxrJMZmeH8dLKN+p4h\n/nZ1Piu31zAnN5J5I6J5Y3sNI2KDuHFyMp8daEQuQEmziRC9ikP1fQw5Pby0qYr/uDyP8cmh7K3p\nISFUR6hOxUubq1DKBJ5akMPj87J5e2ctFocLjVLG54ebmJBqZFdVN0VpRlRyGTMyIwgPVBOsVdBv\ndXGovo/xyaEkhOqp7hpka3kXLQM2QApS+/K2iagVMix2Nx5RpL5nELdHpKrTgskmbYxKWkz0WZ0o\nZTI6LXYGhpwUpRrR+VIfVx9qwuURmZcbyatba3B5RLZWdPHZzYXo1QpkAvzl5wpmZUUwJiGEtMhA\nlhcm0mWxsb2ihyCtJDYMD1Rjtbt4ePb5Z2Ner0jPhTbWvx3/v1pYy4DvRFFsAhBFsev0A6Io7hIE\nIek8r7kTeF4URcfZr/m/BEEQmO9zgZ2bG8WJ5gF2V3dz2agYnlqQQ2XHIL/7vpRv75zI1IwISloG\nmJhi5Hffl+LxiqwpbuWxuVk88k0Jo+KDeXROBtsqu3hrR+15vYdAEjGuvWcSZpuL5v4hHvm6hCe/\nL2Xrw9NQymU43V5/aNCXR5qZlR1BS7+NFUVJFKWG8eOJVtaXdpBk1PP4/Gw6TXbKO8z8cKKdww19\n/GXxSKo7LeTEGNhW2cW0zHBunJzE6oNNfiZVcVM/XWYpKtfl8bC3ppd7Z6bz4JfHmZRmZFlhAhvL\nOkmN+KXN8cSak3SY7dwyJZlVe+p5/ooRnGq38O3RFrKjAlHKpXjZdSfame+bC8kEyYfp66PNADw+\nL4sTzSa+PtpC96CDCclGXvi5ArfXS0Kojt/MyUCrVHDb1BRKW028t6KAYK2KXp8/1JZTXczIDOe1\nbTVMTgsjJljjn9P8aZHotxtfe7yNG4uSuHZCEmabmxsnS3Yxnx1sotNsZ2KKkXump7P5VCdlbSYO\nN/Sjkks58wUJIcQbdSwr1BIbomPt8TbSIgLIjbH7o5Kb+4Z4cWMlVqeHpePj2VvTy4bqDm6bmkJK\nmB6PVyQhVMduEWZmRRAVpGVvTQ9LCuK58u39XDM+gZXba7hpUhJ7qnvptthxuD24PV5yogJ5YaN0\nx1vaZuJAXR8Pz87gXp/KXS6TCufAkIv0yABsLi9XjY1DrZDh9Hj5/ngrJpuLlzdXcfnoWNYUtwKS\nQ/Xm8k4C1QqKUo0EahTUdg1yejySFxvE9t9MR6+SqNRjk0K56cPDpIQHICK5GpjtbnKiDYxPCkUm\nEwhQK/i+uJUei4O3d9b6fyvT0kfx9dEWTDaXv+V15hxOJrvQxvo14L+lAxEEoR7oB0TgHVEU3z3r\n8dOtq1wgEHhVFMWPz3g8CfjxzBaWIAjHgbXAXMAO/EYUxcPn+ezbgNsAEhISxjY2Nv5z3/DfgMZe\nKy9tqsRkcxOiU1LfY2XtPZPpHXSwcOVefnNxBplRgWyr6KLXKonhChJD6LE4GLC52FzeyVvXjpWG\nuVEB7K7qQS4ThllHgMRs+XBfA7+bn0XrgJ2jjf28e91YFHIZoijy4b4Gqf/fO0RVp4X3VhT4E+t6\nByW/JZ1KweVv7iUhREtqRCCfHGhkSpqRCSlGtld2MzDkxGx3MTDk5qs7JhIbrOVQfR/FTf30DzkZ\nGHJx3YRE2k12Bmwunvq+FJsvqnbnI9P9VFKQWDW7qruRibD6cBPbK7q5YkwserWCNcWtjE8KJSVc\nz4bSDrY8NI2BISdL3z3A6lsLmfyX7WRHGxAEKYToijFxKGUCg043nx9q5toJCZxsMSETBKq6LLy+\ndDQuj5e9tb3cMS0VjVKOy+Nlydv7+fOiPD492IhepeA3czJRK2TnCNNEUcTm8vhdZQEue2Mvp9rM\npITr+eOiPMYlhSKKIvd+XsxPJ9sRfYt9olGH3eXBZHMxLSOCN3fU8PDsDHJigtCr5VR0WJieEc6n\nBxqJMqgJUCtZtuogE5JDqeoc5J3rxtJhtvPJ/kZigjW0Dth58KJ0tld0UddjxeJwkxQqUYPvvyiD\n368tY2KqkUfnZjLp+W0kGnV0mh0sGBmNKErq9KsK4njhSqlQ5j29kUGHm7xYA+OTjCSF6Zg/ItpP\nN6/rHqSu20qIXsWB2h48XtGXzW4nJyaQtgE7FrubQw191HYNolcr+OyWQv+C7vZ4EeGcEK/399RL\nn5lsHPZ305CLfbU9bKvoorZ7UPLPighgZ1W3z3z0XJLJBfxj/Bp1IJNFUWz1tZk2C4JQIYrirrPe\nZywwC9AC+wVBOCCKYtV/8dmhwARgHPCVIAgp4lkVzVes3gVJSPjfPN5/KxKNel67RsqPONLQi80l\n7dH21vaiVcn53ZqTbHpoGnU9VvJigvhgbwM7KrsZnxRKToyBu2ekcffqY1jsbi4dGc26knampIcx\nPTN82EK3vDCB480DfHWkhUP1fWRFBXLaS6+xd4jlhYm8uaOGH060IQhwqt3CyRYT0zMj/KaC7SYb\ns7Ii+O5YKz+XdfLxTeP5eH8jJpsLs82FRimnssNCQVIoQRoFTreXOz49Sp9PKzErK4JXtlShUyn4\nubSDyWlhjEsOpbrLMqx4gKRWnpEZwbPryjlQ18dt05KlxMbmAVbtqSclXNp5v3xVPnKZgEwQuGdm\nGiUtJjxekYLEEL483IxWJeflzVVkRwfS0m/j+gmJdJjs9A46GJ9s5FB9L4ve3EdMkIZVN4zzD+WV\nchnf3z0JgGXjExkRF8Qz68p8qu0kCnxxt20DNmwuDylnzGF6LHZigjTEB2vYdKqL3BgDNqeHEy0D\n7Kvt5c1lYyT35EEnOTGBPLvuFCWtJuSCwOj4YGq6B1k4Kpbn1p/inV11TEwxMj0znG+OtXLpyBi+\nvXMi9d1WPj3YRFqEnrGJIUzLCKfH4qR70I5Bo+C74lYGhlz8eM8kVvlsXmxON+mRAVwxJpaKdgs5\n0QasDg9xIVpcHpGLcyIJDVBRkPhLlO971xeQGhFAqF7lp8LaXR7sLg8apZyU8AB/hLHV4aakZQC3\nCAmhOk61D7L5VIdvuO8mRKeiumuQAZuLCIOGN7bX8OLGSm6alMQ9M9P9GiSL3cXftlQRpFP6WVWn\nYbK5eP7nCnY+MmPY3++Zea4v2E8l7QRqFAw5pTyWtIgAnlqQc87zLuB/B/+tAiKKYqvv3y5BENYA\n44EzC0gL0CuKohWwCoKwC8gH/rMC0oLU9hKBQ4IgeIEwoPuf/xq/XhQk/bLbig/RMj8vCq1KQWyw\nlohANXaXh3tmpLFyew3/j733jI+zPNN4/9NH06WZUe9dspqL3LuNDRiDMc3EmBpKKAFCIJCQhJAQ\nCLAhlNi0AAGCqTbGBtu496pi9W7VUdfMaLqmnQ+vEBiSs7vn7G6yrK8vtvSbpnlnnvt57vsquXFa\nfro8hw9OdRKpkuPwBoiQSyhO1PPHq0u+s0s2qOS8um4qe+oHqOsdZWl+DHKpmEGHjzeOnGXtjGT8\ngTAmjYJfrcxDIoZb3y7n0RV5E0NTi83DxpNdZEarWZIXTXGinj9cWcSvPq3hSOswT19ZxJ2LMjnV\nPkIwLJyuttw1m99/Uc/2mn5A6J+vmZ7MWDDElBQD+xoHuPIbCnmAHpsH4/hisqlCaE0opRLi9BE8\n9lktubFaXL4ADf0Oko0qJidHEqmWkxOrxRAh5/DPFvHOsQ40SilPXF6AWi6lqd/B30504vIF2VzR\nw5K8aD4u72b11ETSTRpEIkj9VhH7Cl/lkz+6Ih+Xz49a8TV54J3jHWzY38or66by2RkL9y/NJhAK\nsb2mjyW50aQZ1ajkUuxuPx3Dbv7t6mIe/OgMo54A87NN/OqzWvaOtxNf2ttMcpQKhUxC+5CLdLOa\nR1fksWF/KyXJer6s6ycQDCOViJieZuTl66ayq26AHbV9XDcjheJEHXEGA702DzKJmJvmpBEfpWLb\nmV5idAoa+x08clEuvkCIJz6vJzEygh21/Vw9LRGXL8hFhXETrrdfYWbGuScAgNcPtTEw6qO8y0pm\ntIbFuTHIJSIuLIhj/jfo3cAEOw+EhEGFTIxm/KR267x0MsxqIuRS1IqvGVQahRSvP8SYw/cdK5KE\nyAg23znnnOfwj9OcVXIJk5MjCYfDbKm08HFZN7MyjGSYNXj9QSxW93lrk38i/t0CIhKJ1IA4HA47\nxv+/DHj8WzfbArwkEomkgByYATz37zz0p8AiYJ9IJMoev9/fHdJ/XzA5OZLJ3zChu6wkgSs2HMUw\nrrDNjtHyyKZqtp6x8Meri2kZcHK8bXhiqPj3IBKJWJofw5f3zZ84VcilYuZlmth6xsL6A0LOxe+2\n1ePwBpiWEsmN4/z9AYeXqSlR7HlgAc/vbmbDgVbKOmyIxYIS/cZZqUxLNpAeraU0NYpBh48VLx7m\nzoUZ1FhG+dUleSQbVeTGaantGUUtl6BRSDl5doScGC1Xlwqq+GAozM8+rsLpC7B6cgIz04Vhb0lS\nJIMOHzqljBSjiqwYDWe67FxWkkAgGOKu98pJMap460gHD12Yg0oh5cELczh1doTyThsvXDuZNJOa\nBEMEbx9vJ1YbwcMX5rIkL+Yfvl/fhkQsQhdxrqPtvoYBTBo5bl+Az6t6eeCC7AlqskImnig+epWM\njmEXH57uYn62mSiVnOIkPUPOMdJMal492Ma01EhKU40oZRLeOHJWsCy/fz5rpifz6y01XF6SwJd1\nfVxcGMdvt9WxuaKbB5flkBur5ccbK5iSYuCa0mRqeuwsyDazbFIMm8t78PiDzMowsn5/G91WD1a3\nn3SzGvdYgJtmp6KLkOINhAiHwxxsHiIvVjvRYvq0oocX9jRj0gqfK7NGQZpJKNq9o1767T4ONg5g\n9wbOaR+1DTrZeLKTz85YkEnE/OWGUr6o7iXVqOLy8Q2DbLzo/L3P6S8vyeV0u+07C75ELDrHLQFg\nT30/L+xpYfWUBCYnR/LAR2fYVN7DLXPTWFOahFGjYG9DPx+e7p4gfJzH/zz+IyeQGGDz+AWXAu+F\nw+EdIpHoDoBwOPxyOByuF4lEO4AqIAS8Hg6HawBEItFGYCFgEolE3cCvw+HwX4A3gDdEIlENMAbc\n8O321fcdeXE6Djy4iPreUaanGXn3eAdbz1iYkRbFF9WCm+1Dy3Mo/pbz6bfRP+o9xxtIJhHxi09r\n8AVCPH7pJCq77JSmRuIaC/LE5YVY3X66Rlysee0E9y/N4o4FGdRY7Fw9LZFhp489DYPcuySLvxw+\ny6DTx71Ls8iO0WLWKvjo9llcseEogVAYpVzCo5treWBZFmeHXDx7ZTGvH2ljWX7MhP0KwMaTwuD5\npjmpbK/p41DzEAUJehr7R6npsbGjto/rZybTNujiR4sy0Cik1PTYWb92Kp9W9DAWDNE57GZnXR9Z\nMVrSjWp+c+kkvGNBXjt0linJBkJhEIvh4U3V/PKSILfMTfv/dE2+Um7PzjBS3mlDHyEjxagW/M+A\n62emnDO8Leuw0jni5kyXjWitcCJQySWIRCJ6bB66rR6umpaMzx/ks8oeipMMZI/nYzy2chLbqnv5\nwYxkDjQNcufCDNJMapy+AG8cbmfV5HhWFsXz5/0tHGkZZlpKJFKxiLxYHU+sKuBA0yDFiXrah1z8\ncH46SqmEO94tY0leDE8vKUImEdE54uaGN05y85xUcmN1LM4TQqnahly0Dbkm/o7Xr5/GWCDErjrh\nVCkVi/jDlYU4fQHcYwHCYRj1Cpb3/aM+cmK0pBhVlCTryY7W0NA3ytZKC8lRKoLhMKunJH5nUV83\nK411s/gP4cKCOCbF60kYFw+Wdwj27wMO38RGyeb2j+ujzhePfxb+3QISDofbENpR3/79y9/6+Rng\nmb9zu2v/weOOAdf9h1/p9xRmrQKz1syHp7voGHYhFYu4bX46G/a3cqbbzj3vV7L17jnsbxygz+7l\n5jmp9Ni8E3Grmyu6eeLzBp69qog5mSZkEjEquZTfripAp5QxK8OIQtbFKwdaefHaKSQYIvjBa8cp\nTNCTHaNmT/0AJ9qGaexzUBAvLEa/W1VAU58DXyDIhQWxKKViPjtjoTBBj1QiIhAKk2CI4HjrMH2j\nXo62jvBFdR9fVPfxswtziNEpSTaqGAuEkEvFlHdaaRty4fWHyDBrmJtpomvEzamzVmJ0ChzeAMlG\nNa8cbOPhiwRLlIIEPe6xAE/taCBer2TI6WNWupFpqVEcbhmifcTF7HQTN89NQ6OQ4vAGaB4QrNQX\n5pj/4fvt9QeRScT4gyGkYtE5AkgQWi3XlCaRalSRalQTbxACxAKhMFdNTUQ8brEuiNzENPU7eHRF\nPmatgpYBB8MugVhwqHmQtkEX7rEAH5zqpDjJwI2zU1mQY+bP+1qo7x3ldLuVp68qJMOsQa2Qcu1r\nxzn+yBLcY0HuvyCLDftbWT4plvuXZqOQtmJQydiwv5Uv6/q5a2EGPn+I7FgtH53uRiUTWnolSQbW\nlCbh8Yk4BmAAACAASURBVAd59WAHpztGWD0lgWHXGA99UsVnd89hYJxp9k0caR2iKEHPdTOT6Rrx\n4PAGON46wqcVFg41D5EYGcEtc9MoTjQIOfGREfzwr6c53DLEL1fkseFAG0NOHyVJelKNai4rSfjO\nc1R22ciN1fLszkZmZRhZkvf3vdXga/GqSCRQdi12wTbF5w9y9cvH0KtkVIwX+PP45+G8G++/CFoG\nnFR0WtEqpSzMiUYsEvH7L+qp6LLSY/XwxKpCfvt5HZcUxRGjU3LTnDSqu+08+mk1dy3K5J6NFczL\nMvHSD6acsyP7ql3w1b8fn+7iiS/q0SmlpBrVRGkUbKns4c5FGeypH6RlwMFHd8wmN1ZLeaeV2Rkm\nDjUPsu4vJ3nowhzEIhEF8TrGgmEe2VSFUa1gaoqBsg4bJUl6bpqTRlaMlkGHjwv/dJBPfjSbP+9r\nYUGOic3lFvY0fM3WfviiXNJNapQyCdXdNpZNiiUrRsurB1tp6HXw1BVFE73wmh47zvHQJ7vbz8ri\nOEpTo1gwnoUeCIaY9sRutEopBx9c9A974n/a3URZh5WZ6UaOtAzx3DUl55ze3jpylr5RHz+clzbB\nSgJhEQuEwsilYla8cIj2IRe3zkvH7Q+yKMfM4ZYhtlRauHZ6Mrvq+mgZcBGtVZAUFcFt8zP46HQX\nu+v6WV4Qh04pnejlH24ZYnFONGumJzHi9nPpN8KSnL4A/mCI9ftaqOy0cenkBJblx7Czpg9PIEgo\nBDfMTuFQ8xALskwcaxsBEaQZ1VR0jnCgaQib20+cQYlULMJi87D+uqn8eW8LX9T0MTDqZdQbQCSC\n+VkmjrQMo1ZIUcnEhBExJ9NETqzQVtSrpBQlGPAFgnRbvTh9fjae7KI4Uc/1s1JpGXDSZXWTFa1h\nYU70d4KqAFa8cIgXr52MVikjTHiCag6wfn8LR1uHmZ4axY+XZLG5opv7PzjDsUcW88GpLv60uxmA\nK6YkUN5pw+7xY/f4yTCr+fL+Bf/Zr9v3Gv+TLCzJY4899j/xPP8lePXVVx+77bbb/tkv478FUWo5\naUY1Gw60sfFkB7oIGddOT+b53U3MzzbzaaWFkiQDs9OjuGpaEiKRiBidknlZJmJ1SqK1Cj48LWgj\ndtT0MSvDhFwqprrHzhuHzzIv24zd7ee322pZmBMNIhERMim+QIgpyZH8dFkOMqmYHpuX+5ZkIZdK\nSIpScbxtmCGnj1Ul8WSYNTy/p5m7F2WSYdbQ1O8kWqfki+pefr+6kDNddvY3DnJpSTxlHcIw1uMP\n8O7xTmamG3n4ojxWlSQgl4pRySVEqWT8ckstF+THcNW0JLRKGVb3GO8e72RbdS+bK3qYk2EiN07H\nmW4bx1qHaex3cG1pMlqljJZBJ7PSTeys6eNg0yCXFSeQblYx4vKTZlKfU0QGRr0EQ2F+8uEZrp2e\nxO76AY63jfDWkXYa+xzMzzahkEr49dY6lFIJl3/LCVgkEk0wltKMajz+IEWJBj443cXGE50Y1HLu\nX5pFSZIB91iInFgtvkCItTOSUSuE/JdT7VZqLaNUdtkoSdajUUoZco7x0IU5bKvqRaOQkhmtmTA6\nlEvFdA67eXJ7A9FaBVNSIok3RDApXsfdGyvwjAXZXd+PWi5FIZMwPc1ImknNn/e1cLrDyv7GQbbe\nM5e73ysnw6yZmMHd8OYpQqEwmdFadEoZM9KimJ4WRfuQm5d+MAVvIIRcKiIcBm8ghGssiAgRx9qG\n+aJGiAvYWdvHxttmckF+DK8eauPU2RFOdVhZOyOFuZmmv1vA185IIVItR62QolZIcY8FON1uJUan\npMfqwe4e49LiBGL1ShLGTzwmjYIvqntp7HMQDIV5cHkO0Vol4TAUxOv43arCCffm8xDwm9/8pvex\nxx579d+/5f9/nPcJ+BeCSiHl+TUlXFaSwI83VvLR6S7Wr52KZyxE84CTTystHGodYXBcFBcOh3lq\newPLnjtIy6CTX16Sj88f4ljrMKPuMc502ShKNPDAshxaB50cbB6kZcDFW8faKU408OxVRayenMC9\nS7PQKGWsm5nC1rvnTLR1AsEQ+xsGqOy0sX5/Kx3Dbt64YRoHmoaY/8w+JicbaOobJRwOU9llY2aG\nkd+vFqQ+87PN3DQnlbeOCJTgzGjNRFvi47JuHl2RT0OfE61Cysy0qAkR4dlBFwtzzKxfK9Cgf7ml\nBqVMzPJxN+DCBB1GrZzKbhsOT4Dmfge//qyW3XUD/GFHA68dPEuX1U2v3XPOe/vm0XZ+vLGCQCiM\neyxItFbBK+umMjfLRMuAE41CSq/dw5kuG/nxur97fY61Cq2+dLMam9tPY98ouTFaItVyPq/qJYwg\n8vzp8hwW50YTDIUgLJgR6pRSkqIiWFEYx+QkA2q5lJVF8czPNnHb22W0D7vptrq5csNR1u9vweUL\nAJATq2VJXjQKmZj7Pqhk1pN7x/U5fkpTo7hjQQYHmga562/lBENhOkZcvHO8gz67l6kpkVz3+gki\n5FJmphtRyCRIRCLWlCZx75IsQuEwKoXAhNt4shOzTkFNj52T7SNolTIWZAutVQijkIoZdvqwe/xo\nlVJcY0Ee+6yWC547yMGmIZTjGe7H2obZXd9P57D7H37OBxxepv1uF3Oe2su1rx3H5Quw5YyFW+dn\nTJxcdEoZv9pSQzgcJkar5L6lWTx+WT4liQby43RMHne/1p1vYf1Tcd5M8V8MIpGIa0qTmRSvx6xV\nUNZhZd2sZFRyCQebB8mP0zL/6X08saqQYDjMtqpebpiVwl+PdfDR6W4eujAHjULKq4faSDOpMWsV\nGDVy7n6vgo5hF49fNomfb6phyOFj2XMH+berSybEhSAMSr9ixIy4x9hc2cOqkgQmxet49stGXvrB\nZP64q4n+UR+NfQ5STRrs3gB/3NVE2aNLMWoUdI24+eBUJ15/iJPtI1xcEMdlfz7Czy7MJd4QgVgk\nIitaw08uyKZtyMnpDivZMVpSTWphSGv3Um2xY3WNsSw/htvfKePRFXl8/KPZdFvdxOqU3Dg7jZve\nPMnx8Xjcoy3DIBL8rK4pTf6OOeDPLsyl1mKnqtvG779oYHJyJMvyY1g+KZb2IZcw9LZ6SIlSIZN8\nd/fc2Ofgno3lDDnHuH9pFuFwmJNnrdRY7ECYqSmRtA+5yY0VLGKyojXctzQbo1rOzto+lubGMCle\nz/r9rTT0Ofjw9pm8c7yDGWlGolSK8XwNKcVJevY3DLKztp8nLy/E4w+wv3GQVJOaCyfF0jLgpG1A\nGH6nmlS8dbSdo63DPLW6EIdnjDcPtxNvUBIhl3CkZUhoOSbo+bisG5VcwjXTkvjbiU423jqT4vGi\n1Tbkwj0WQuEL0jHiEpIUxSJi9AqkYuFayaViEiNVuHwBTrWP0DninrCGB1gzLZk0s5rEyAj0EbLv\nsKq+iVAIHF5hMC+TiPAFgsTplETIJPgCQep7hVnO+rVTCYfDvHHkLKEwzEqP4rPKXu6/IJtVkxMm\n5lPn8c/D+RbWvyiidUqUUjFPfNHAlORIbpufwXUzU8iM1uD0BdlU0UOsTs5lJYncsziTeIOSfY0D\nHGgaojhRz50LM5iTZUarlLG5vIdh1xj9o15mppu4cXYqYWBbVS+bKrrxjAWZnhZF64CL5X86yKrJ\nCahlEk60DVPf6+Dz6l60Chmf3jWHsnYrH5d3I5OKyY/T8XF5t2DTfmXRBEVZHyETTgX1wrzjvqVZ\npBjVJERG8JutdSzNi+aT8m5yY7VEyCS8f6qLtTOTEYkEK5D9TYMQhrNDboxqOWWdVu5bmo1MIkYX\nIZvwCdMqpehVMmp7Rul3eMmP03JyPIVxQbb5O22UaK2SjSe7qOyycfPsVCx2Lx+Xd7M4N5q6XjtT\nUqK4fmYKCqlAR77lr6fJNGuI0SnZXN7Dztp+VHIJT64uxGLzYtLKqeyyEQpDr93LvsYBXj/cxuHm\nIYLhMDE6JUVJBqalRGHWKWkZcLKpopub56YhEol49ssmdtX1U9ZpZWl+DEOOMbacsdBj83D7/HQW\n5UYLuTFGNXF6JbmxWhxeP1nRGpYXxJIcpUIqFiMWwU+X57C/cZDGPgeJkSqun5WKTCymJElPcpSK\n2xdkUJSgxxsIkmCIYGpqJBabh21VvcxON1LRZYNwmEAYasfV9qEwOHwBChP0DDvHcPuDTE42IEJE\nvCGCVJOK6alRvHfrTG59+zTdVg9P72hArRCTZtag+Ya25t73K3jtYBuNfU521vbx0IU5/GRZDslR\nKkqSIhlwePH4g0hEIjxjwQnr9h6bh/X7WxEBHSMejBo5fz3aQX3vKB5/kKxo7XcU7//X8T/Zwjp/\nAvkXhlQi5q83lU4shCq5FJUcHrt0Ervr+7BYvRO2IaunJJJh1nDHu2X89VgHPTYPr10/jXAY/rir\nibmZJmJ0SrJj1JQkRfLj9yu5a1EGWyotvHKwjYPNQ8TqFNy5MIMEQwTPfdlIiknN6snxzEiLYmw8\nEGL11ESKkw2cbh/hmZ1NpI4bPH5e3cvCcauVqzYcY1l+DNPTomjud+IaC2Lz+PmkTFBSxxsiONNl\nZ9TjZ/3+FlZ9I/ekZcBJQ+8o1T121s1K4c0j7YiARzZV85tLJ014cQEsyYshHA7zzrEODjQJu+33\nbp1BtFaJ3eOn2+ohwRAx0SP/1ZYaHF4/q6ck8OT2Bjz+ID+5IJtPK3sIhcKUJEUikYgnWljPX1OC\nTCp4i2XGaNAqpMxIN5IYqZoI0Lp7URZ76vvZWdvHkRbBnv10h5W5WSZmpBs50TZMUlQE8QYVexsH\n6B/1EQqHsXvGeHRFLu+f7KJl0MWiHDPvHO8gxagmO0aDRCxiS6UFXyBAY5+Txy8rIBwOM+j0UZCo\n50DTIF9U9zI/y8RNc9JQyiSsLI5nRWEc+8YZe7++NJ+VLx4mxajmxjdPUZCgY3/jINdOT+bOv5Uz\nN9PE7Qsy0EfI+OmyHJr6BebdyqI4oTUUDjM46mV6mpFUo4qSx3exJDearBgNox4/vTYRnnFWm0Yp\npSTJwKz0KKp67PTZvBjVCjae7OQH05NRyaWUd9pQK6Qcax3mweU5dA672bC/FYNKzo1z0pjz1F56\nbB7evLF04hprFIJwtHvETa/dS7pZw7L8WF492MrB5iFOtA3zu8sLz7Ox/kk4X0D+xfGP2ERLcmNY\n+dJhanpGOdIyxIWTYsmN0/LCmsn84PUTzEgzIhKJEIngxWsn8/rhNuINEVz58nFWlcQz4vJx4+xU\nfrQwkyc+r2PjyS4SdNHkxekEH6hAkJJEA4v/eICF2SaaB5yUdVi5pjSJSJWMA02DDDl9XFqcyqR4\nHQOOMbQKKe8e76Cx30HbuKfRwhwzA+OJgc39TibF6yjrsHJJURwZ0Wr6Rn1cMR7DCzAWDFHeaWNJ\nbjS5MVrumJ/BO8c72FIpiNeeXF3IkZYhTpwd4f6lQoLibfPS2d84SNuQi1idEpFIxIm2Ef5tVyOe\nsSCTkyP54bw03j8lsIYW5pjZcN0Utp7pZWleND/58Awri+O/E2r1VeH50btltA46uaY0iZnpUbx3\nogOr20+GWUN2tIarpiWxZnoyDq+f/Y2D7KztI2dc62F1Ca4ATl8AqViMSaOgIEFPbY+dlgEng84x\n1pQmMT/bzAenumgZcDIWCPHitYI1ytrXTyAfb6l9WddPgiGCXruXK6cm8MO56exp6Gd6WuTEZ0Ui\nEfHeyS6unJKACGEQLpeIGXL60CtlSMQieqxuFmSb+aK6j4sLYtlR00vneI6N2xcg3hBBVoyWBEME\nFrsX91gArVLGvUuyKOuwIhKJiFTLuXF2KiXjp06VTErXiBuNUkqmWUOqSc2gw8fbxzpYNzOF1VMS\nxq3y9RxtHabH5mHI6cNi9zLk9E0UR7EIfOOpkiC4LaydkTLx81dswtvnp7PlTA8VnTYizutA/mk4\nX0D+l0IkEvGTC7K5+a3TNPY5+OPVxRhUcmwuH0+uLuCaackTt52WGoU/GOba146zekoC/kCYggQ9\nK144jFmr4NLieJ5fU4J7vJUlEol45KI8fr65GoApyZH02n0sy49h7YwUXtzbTG6Mljh9BDtqennj\nSDv3LBZcZjee7MKkUTAlxcCXtf1cNS2JA00D3L04iwyzhvnZJp7b1cSHZV2UpkZx5GeLkH0jNOiN\nw0JW+vS0KH62qZqVRXG8sKaEii4btnEx351/K8c9FmRxbjSlqVFMS41iZnoU01OF117VbaOq28al\nxQlcWhzHeyc72bCvhR8tSGdlcTxtg07+dryDDddNpbHfgc09xrHW4QmnXBDccnURMlRyCYmREXRb\nPbx++CwdI27KO6xMT4tiwOGlud+B1x9kUW4001KjWFkcT1GiHn8wRDAUZsjlR6uQ8uDyXOp67SzO\nNfP+yS6unpbIyfYR7B7/xPzlzZums/FkJ4FQmAGHF6vLT9eIm1npRqzjFuqmSDlHW4c50DRAUqSK\nnFgdStm5X+NnryomGAqjlIm5pjSJIaePxMgIZqRHoVZI6LF5ae53UhCvw+7xI5eIcY8Jrapnriym\nusdOc7+DIaePyycnYFQrkIhFpJvVpBhVTEk2kGoSSBE29xg+f4gnVxcw4PARpVYwPU3w3TKoYPdP\nBIptaWoUjb+7CM9YgKunJRGlkVPeYWVWusAcG3GPcfXURCTic5XsoVCYG948yYrCONZMT2b9/lbe\nOtrOlrvmEK+P4KB36Jx43vP4n8X5AvK/GDmxOm6ek8YlxXETrZ2Np7q4qDAOu8fP2WEXU8Z3iG8e\nERbmOxdm8uqBVi7Ii+FU+wjH20Z4cnvDeJaGnmunC4Vn1BvA7vETq1OyvbaP1kEnh5oH0avkzEw3\nsvb1E3x4+yweXJ7Dzto+SlOj6BpxY7F7OPDTRbx7vAOb28++hoEJSxMQ2nC/WJHPLXPTePlAK6Xj\ni836/S0MjPq4eW4a0VoFO2v7SIlS0Tbo4rZ3TvPwRXkTuemlqVEcaBrkWOswpalRyKViNt46E19A\naLM5fQG0Sgl7GgbYXNHNFVMSaRlyYVDLsbr9lHXacI0FkUrEfHCqi+wY7XeyxE+0DaNRyihNjeTy\nyQl0jXio6x3FpJHzgxnJVPfY2VTew7wsE4ebhzh+doScWC1apRS1TEKKSU3nsBube4xnry6h2+rm\n0c01/HhxJnsb+hl0eJmWGskjF+VR02PngucOUpSo57lriskwa3nlQCvbqnrpG/WSH6+jbchJj93D\n4rwUkiPVWOxuPjzVdU5AU+ewm61nLJi0cpIiI3h+Tz83zU7lpX0t/OWGUnJitWwu7+a9D89M3OfH\nSzKZrIgkM1pDQbyOhv5RgfadZcLm8fP0lUWcah+hzhJmUW40H5/u5oGPquixelheEMNfj3bw+GWT\n2F7dx7G2YVaMv49RajmZ40P2t46cparHzoy0KK4pTSbVJCw7C3OiBUo5sK3KwrsnOnlw+bn5H32j\nXg41DzHo8OH0BTg75GLY6Zuw93n/VBe+wN9PLjyP/36cLyD/i5FgiOBXK792Iq212NFFCEPXN4+c\nxaxVkBerw2Jzs6u+H61SSlnHCB+WCa2EjbfNBGBHdS/7GgcmvvAg9J7Xr51KY+8o26p7yYvVsb9p\nkCPNQ4hFgjNrToxmPHlQ0Ew8s7OBpMgIWgcdROsUrJ2RTJpJfc7jfgVfIMTqycKO0+YeY/2+VqQS\nEasmx6NWSKnqtnPf0ix21w+wekriOery2RlG5FIx2TEaukbcnB12MT/LPCGgnJlmZMP+Vio7bSwv\niKW6x45OIeXnF+dNmCBeViy85jkZJj463c0vVggzjZ98UMmwa4zrZ6VMKKVVcgm3zk8nVq/kk/Ju\nZmcYmZkmJAvG6JTE6JQEgqEJj6pLiuL48dJsPi7rpiTJQDAU5sPT3SzNi+apHY28ct0UdtYNcKx1\nhNxYHbmxGn5zaT6tg04e2VTDB7fNZHtNH7F6JZEqGcWJBqamRE1sBn73RR2rShJAJDpHzV3VbcMT\nCPDsznY8/iDFSXpqeux8XtWLLxBkSnIks8eNFJ+5sgi5VEyvzcPZQRdL8mP4+HQ3h1uGUEjFPLla\nsEq5450yYvVKihMNJERGYLF5qLOMsiDbjD8giJDdY0Eixmm8FruHUDiMxeaZuO6nO6xsq+rF5w/x\nysE2IlVyIlUyIlVy8uN1yKXCCejigli6Rtw892UTJp2CdTNT6BinAzf0Odh6xkJ+vG7iPgDPXVPy\nn/3anMd/Ic4XkO8JBka97Krr5+5FmfTaPby0t4WLC2Mp77Bi9/gJh+EHM5L54FQXcqmYN26cRoRM\nwrDTxwt7W4hUyc45KZxqH2FmupGHNlWzKMfMH68pIRgKM+rxC+67pUms39fKvqYBXr5uqrAbPNmF\nVimlJEkQrFns3gkvo28jOUpFUB8mFArzZV0/Tl+AVSXxRKnkNA04uXVeGilGNa2DTp5cXcizO5t4\n5OJcUoxqLiyI5fYFQthWRaeVSbHn6jbahlxkmjXMzjCyfp/gqluSbCBCJmFHbR8PfnSGa0qT2FQu\nWK3fNj+d7Bgt4XCY/U2DjLjGWFH09YkkQi6lKFGPSAQ3zU6lfcRNU/8oa0qTuHtRJr9eOQkQTCNb\n+h3saxIMpaelRHLFhqPcNCeVj053sXZGMldOTWRJXizP721BrZDw8KZqlufHoFZIaRlwcsfCDOwe\nPylGFTmxWl7a28L2mj5K06Kwe/yMBUJcUhjHn3Y3MWs86bGxz0GKUQUisLr8rJmexF2LMtlZ28vn\nVb3cMjcVlULK7z6vZ16WCb1SQkWnlXBYYDmpFFLeO9HJkrxoWgedXD45no/KutErZRNF4/PqXtqH\nXQw5fcilYjpG3KQYVdw2P50R5xixegWXlcTh8gURi0TnOPguzo1mW1UvhvGi4QsEKetwYnX7WR1O\nYFN5D8vyY/iyrp8otRyZRERpahTrZqYwK8PImV8v40TbMCHCzMs0oxovVkdbhhh0+licG82oN/AP\nP2vn8d+H8wXkewKNUsrdizKRSsRsqbQw7BrjneOCB9PTVxSRYlRx1bQk1k5P4Z3j7RxuHmJf48CE\nZmFulumcNsDMdCMdwy7OdNl49soiQHBNjVTLWVkcT13vKFsqurkgL4ZYnRKXL8jK4niyY7Q4fAHG\nAqH/1y+0SCRiV30fn1b2kBur47GV+bx+6CwvH2xlX8MAubFaLHYvL6yZzJZKCztq+7h8cgIpRvU5\nOSNW9xgl37LNeGZnAztr+7kgP4bDDwvZE1dsOMacjChGXH423jqTQ81DVHTZmJEexdoZAoW4a8Q9\nkXPyzcds7HPwl8Nt9Nm9TIrXMeQcm0gxDIaEOcCfdjfz2KWTyInTkRMnFLSOYReXFMXx4t5mihIN\n7KofoChBj3MsgMsXxBAhZ3aGkUuK4ylJ0vPBqS5++tEZ5mWZOdQ0SGg83GV+tgmA4+NGhg19oxTE\n61maJ7R/nt7RQJfVzfYfz2Npbgx2r5DjolfKqbXYSTWp+Lcvm/jFxXlMTjbwp93NDDp8eAMhpqUY\nGBz1oZSKSDWqmJYaSaxOyaGWIXRKGWOBEKlGQZ9zvG2Y4kQ9M9KiqOsdRTtuyTI7w0S/w8ee+gF+\neUke8YZzkwJ//0U9INCuxwIhfntZAXKpmHAYdtf187tVBWgVUlJNKswaBQqpmMSor6+xPkLGtqpe\nZBIxrx08i0Qs4sPbZ/H2sQ521vUxLcVATY+D166fRq3FTpRazhVTEv9uLPR5/Nfi/PTpewKVXDqR\nRKiSS4gfj/68YkoCrx1q44NT3ZxoG6Zl0MHK4nhe2NuCyxfE5Quyr3Fgopf+8CdVbKkUIky3VfWS\nYVZT1mHFPa6MDofDXPnyUYxqOb++tIB7l2YjlYg53THClJRI4gxKDjQOcOffynj/ZOc/fL1Ob4DD\nLUMcaRlCKhbx3O5m4g1KzBolcqmYlcXxbK/uI1qnYNXkeO5fmsVDn1Sx8WQnwdDX/m2Lc2PwBUL8\neV8Lbxw+y8aTnTy4PJdHLsrlsUsnoVNK2dcwwMCoF7VcSigcZsTtp7zTyq66fm59u4wuqwd/MEQo\nHObG2akcemgRGWZhSPy3Ex20D7n48HT3uNWKn1WTBb+qbqubezaWo4+Q8atvhBrZPX5aB4Ud9mdn\nLBjVChZmm1FIxKjkYn69pRaHN0BenJZ3bpkx4aP1/J4W8mJ13LUwgx/MSKbX7iHNpOahj6u4+uVj\nbNjfilou4cKCOGweP9PSjHx0uovFudGsKIpDLBahlEsmvL2mp0WRG6elzuLgooIY1s1KYVqqUDDz\n4/VcNCmGPrsXfwg6hj3UWxxoFDJixkV9/kCIQy1DhAnTOewmxajG6Qti1ii4eU4aexsGiDdE8HFZ\nN1KxiEiVjFhdBI19jnOu9eOXTWJVSTyRKjkdwy4+LutmxQuHueTFw/xpTzMVnTbmZBr50YIMUo1q\n0kwaihL15zyG4DitoM/uJTJCxp/3tSCXilmSE019rxOjWo5MKiInVovDG+CGN08y+8k9dI64uPf9\nCjbsb2Ffw8BEtPF5/Nfg/Anke4RwODyR7PfqumnYvX7y47SCq2t+LE9tb6Q4SS+opoddnB1y8eMl\nWVT8ahlahRSbewzPWJCuETd1llHiDUqW5sfwxOf1PLypmi13zRFOISr5hBswCEyZYZePl/a20jni\nZnFuNFOSDCilYhxeP1rldzn6ld1W4vQKZqUbidEpuWdxJkdbh3jzyFlmZxgJh8OsnhLPpHhhIVHJ\npFR02XhkUzU7avr4683TJx5r1OPnmZ2NEz8/d03xRItrR00vbx1t56Y5qfTavXSOuPnwdBc/XpLF\nfUuz2VHTx8GmAV450EqtZZT8eB2flHdz7fRkImQSjrcOk2JUEa9XkmZS8/rhNr6o7uX5ayejkkmI\n10fg8QfZeLKL3FgN2TE6QuEw/aNeVk1OQCEV88stNXRZ3XSOuPntqgJkEhE3zk6lpsfOmS4ro+4x\n17EJGAAAIABJREFUjg4L6vIpKZGMBUM09TtYmCNoLio7rVR0jdJt9RAhlzAWCPLYpULb7LKSBOY/\nvY9gOMy9S7LPeY+bBpzMSTez8VQnK4rSeP9kJyatsAg/v6eZ2RlGAsEQHSNurpqaRFGSnh3VfWyt\n6mVyUiS76/u4amoiVd12FuSYidUryI3R8dzuJsIiuLgwjr0NAxg1cu6/IJtRj5/d9QPcNi+Noy1D\nzM40sbuun0nxeu78WwUdI25WT0lEo5Bw1dQE8uN1tA+5iVTLsIxfm0uKhOLcY/Oc89lJjIwgy6yh\nf9RLmkk1cb1/tCCD3Q0DOH0BorVK3jvRgVgkwqiWc1YsonXAxZZKC20JOv6wo5E/XVPCqnGfs1cP\ntiKXiMmI1pBh1hCnV54PpvpP4nwB+R5BJBJx05w0Jv16B15/iI/vmEWkWsGeBxZQ3mllf9MAg04f\nT21v4L0fzqC+18Hi3OgJEVZFl40tZywAnOm2U9tjxxsIsesn82nsd45bxYu5e3HmOc97om2YQccY\nn945m4/Lu/nwdDf9o162VvXy++0NHHxoEUqZhLIOK1NThHS5420jfFZpYV6WiY4RF2UdVpzeAPeN\nL0QvH2jl8csKJp4j2ajizRtLOd1h5fGtdYIh4XibyT0WPOf1RMikhMNhRlxjLJ8Uy6BjjONtQ5i1\nCso7bSgsozx/TQkjrjGidQqhBz8pBoNKRn2vgyiVnHAYTneMsLdhgOxYLZdPSSAcDpITo+WGWank\nxeqI1SuZkW7k/ZOd/HZbHb+4OI/Pq/t4YlUBZ4dc40y0MSbF66nuEVo+ObGCPiQUCnPTW6e4ZW4q\nB5uHmJFmpChRT6pRxYt7BTPEfY2DPHxRDq8daqcgQY8uQka0VolBJcOsVWB3+3n2ywb6Rr3MyzJ9\nR8dSkmSgJMnA2llCHskn5d08vrWOdbNSKErUc+LsCFdNSUAulXDy7DAfnO5ibqaRXXX9FCbomZ1h\n5OywmwiZhNxYQeXf3O+kOMmAwxvgk/IexgJBTGoFj2+tQxchZUdNP1nRGjae7OQlk4qDzYMkRUUw\nP9uMPxAaz2v30jzgYsTlZ3paFEdahsgwC+7PlxTF80lZN5vKu4k3KFk1OZFZ6UZ+tDCTik4rErGI\nGF0Ef7lhGgebBlF9I/UwTq+kIEFP66ALi81LYmQEZ4dcPHd1CZ+Ud/P7ywtYPN72C4fD/HlfK6Ne\nYT4oEsEfrihEKhaTYIhgRvp3UxvP47s4X0C+Z5CIRTxwQQ7VPXampkTSNeLGrFWwu26AokQDf7y6\nmDPdNkqSIpmVYTrnvlKxiBlpUVT32Ek0RLCrrh+tQkq0Vok/GOaSFw9zWUk8P132NdXydPsID2+q\nJlav5FDzIPH6CCxWN/ddkM3vv2jgnsWZvHawDbVCzKg3wNSUSOp7RwkGQ1xUEEt97ygfl43w3g9n\noJRJCIXDbDjQRl6cnqXfyosQiYTh6qd3zeGb7W2DSsajK/Jw+QJ4AyEyo9WcbreyuaKbX62cxNM7\nG8iO1hCnjyDTrKE0LZKtVRampkTSP+qlbtwhV6eUMivDyM1z04jVK+kccTMn00TniJs99f28fn0p\nFxUm8MKeZg42D/KnNZMBwdcJBGZZfpwWkUjEZ2csbKnoQSYR8cN56Tz7ZdOEVgagecCJzx9k3axU\nVk9J5KPT3dSdGsXq9lHZZeOh5TnMzzazo7oXiVjE1GQDvxwf1oOwAJZ1jDDqEZ47ITKCG986xV9u\nmEYwFObpHY3cuyQLvUqGQipBIZXQbfVwaUk8dy3MQCWXcOXURN493klSVARmrZwrpyWxs7aPOZkm\nPi7rJjkqArNWyYJsM8FwmIPj5IB1M5PZ2zDIpHgdk+J1nOm2s69xgCXjTgR1vaP4g0FGXH5+fnEe\n6/e1kGZUoVXKuGlOGrvr+omQSdhSacGslXNJcTyVXTZqLaP85MNKwuEwGoWEGssou+oExbxcKqYo\nUc/2e+fRbRUsTSx2L2kmNa+sm8qQ04dSJkEhFRMKhamx2FmUE83j2+oAYZDf1O/kWOswU5IjMarl\nvHjtZEwaBS/ubWZ7TR/vn+iivMvGH64o/E4BaRlw0D7koiDBQKz+3BnP/2WcLyDfQ9w6/+s0wKpu\nO68eauPM+BfDHwwzNUXQXoy4xpBLxRPGg098Xo9Zq+D6mSnkx+soTCxGLBIhFoswaxW8cWMpH57q\nZNTrRxcho6LTylPbG1g3K4Wrpiby3slOtlVZmJclqKoNKhk3z03jjnfKqOiysePeeQBsqbSglEmY\nkRbFm0fayYnVsq3KwuaKHpZNisVidfHDeelYbF70Ktl3bCq+baBnUMnJitHywIdnuHdpFlFqBeUd\nVk61W3n7WDsOb4CMaA3vnezkhTWT2VXfx/0fnKEoUc/z15Tg9YeI1Smp6LJypGWYp7bX8/OL87j7\nvXIuK4mn1mJHLhGTGKUiPhRmX+MA87O+ZhmtnZlMYaKeaK1iYv6QF6ulcEU+WTEaysbT9C4sEByF\nO4ZdbK7oZnpaFL/YXMPsDEEoKFiYiPnw9pmkGtX0O3xYPX6mpUbyZX0/dy3OwukNkGxU0Tfq5dFP\na3j04nyunJbItqpeDjYN8vjWWjpHPBxtHSIlKoJLiuNQyqT4gyHy4nRYbF7+sLORD091EaWW0zro\nIl6vIM2k5mefVLFuZgpnumyCCNI5Rl2vg/dPdbEo28Tamcn4A2FWFMZytHVoXIMjYnaGEbNGQX68\njt31Aww6fExLicLrDzIWDFHVY2fYOSYwxRB0OsVJBkrToojTK4nTR/CyrZV4fQRFCXoGHD4GRr3E\n6ML02rxUdtvotXvpG/XSO+rlkYvyaB9y8cp1U78zKF+YE82keB0KqZhItZxgKExFl5VwOMxbR9t5\n62g7l5XEU91jJ9OsGdfuSLhlbhqPXJTLzlrh9PVNdAy7eHxrHTE6JT98u4w3bypl0bh+BYSTaoRU\nwqeVPeTF6siN05Ebq/0/McQ/X0C+58iN09I2KCT1zck0cdmfDxMKw5wMIxFyCZeVxJMXp2dg1EtD\nn4NwGA41t3FxYazgAmtUcaBpELvHz9XTEnlydRFfjbBTjWo0SinXzUhme20fm8p7uHdJFmIR3Ple\nBT+5IJtIlZy1M5J5cHkO6WZBF/DIxXmcah/hb8c70ColLM2LZsOBVp6+sohndzZh0sg52W5lR20/\nvkCIkiTDOSrxb+IPOxq4ID8GlUzM8kkxFCbokYhFjAVCFCcJdvMASZEq3GNBHt5URZpJYPjkxep4\n5VAbhQl61pQmIxGn886xdkQiEQqphDWlSYwFQ0xPM1JnGeVMl404vXAaizMosdg8qBUCsyg5SsWC\nZ/YRrVVy5OHF9Fg9OHwB/nqsnQcuyGbLXXPIH2dnpRjVXFuaTL/Dx9YqC7vrhbZPYqSK2+ZnTPxt\nu+v6eflAG3cvyuR42whPfF6HWiHl8csKsLn9mLUKTneNcMf8DNIWq0k1CsLL5CgVK4sKWX+gFX8o\nTI/Nw576AbbcNRsQsXrDETKjNVR22bhzYTqfnbEwPTWKLXfOxuELsr2mj0dX5PHkFw1cOTWBzhE3\nLQNOIjUKmvoddAw7MWuUbDzZSUJkBAaVsJs/0jTE3YsyaOxzMCfLRHGSgQGHj/uWZvPo5mpUcgle\nf5D7PqgEoOqxZfx8UzXy8VPDp5UWPq3s4cnVhazf3wpA9a+XcahliFGPH5NWDmFhUX7lYCt9di9v\n3vT1LGxg1MsvPq3h+lkp3LMkC4DrZgo2KKFQiEHnGC0DTuosdmotwqmpfdhNU7+DP1xRiEQsOoe+\n/RU+O2PhzoUZ7KnvZ1Z6FAXfsvsva7fi8gX47IyFWssoR1uHeejCHGRiEfOzo0k1qQgEw6gV37/l\n9vv3F53HOcgwa9h533zKOqzE6SOYn2UmzhBB14ibW8dztEHwffrs7jkUxAs7wFvfPs0Dy3JYNzMF\nly/AJ+XdiEVftSdCZMdoueWvp7hxThotgy7u/0BQN797ogOvP8QzVxbRP+rlpb3NXDE1AZNGOeFj\nBMLge8g5xoLsaJQyCR/dPpvXDwuxqPcsyWRrpYWLCuN4ZFM1u+r6iVQJCvBv4kyXjQ37W9mwvxWT\nRk5JUiTDTh9vH2snKVLFnvr+iVCn6WmRrCqJ51S7FX9QKIHBcJiTLSP8flUhu+v7eeiTKn52Ye6E\nGv/ORZn0j3oZ9fgpTBTmLZVdNgA6ht28eaQdhVTEPUuyCIfhkqJ4VhYLC1CEXFDCz84QmFItgy7i\nDcLAPc2k5snVhXRa3eyo6aM0JZKqbjtN/Q4a+xzcMi+N5ZNiKUzUE6NToJRJuGVOGu+e6CBjvAiP\nevzIJGLi9Ur+cvgsS/NiWFUSzwMfVVHVbWNPg5Bt/tkZC22DTq6YkkikWkhYvH1+Bg9vqua1dVN5\n82g7M9NNzM0WhJhFSZHcPCeNF/e2cNv8dLRKCb02DzmxOsQiaB1wccfCdMrbbSQYlEyK19Fj9XD9\nGyeZn2Vie00fS/NiONY6wtK8WPbU9/Pu8Q7uXJhJXpyOQCjE82tKqOq20dQ3yrHWYWZlGLl+lqD5\nsFg9dI24uX9pFhKxCIlYsLep6LLxb1cV4/AGONY6RHW3nZ9dmAtA26Bzgvm1q66fS/5OERCLxROi\nT7lUzAt7WpieFkVypIqmfgfJUWpKHt9FhlnNU1cUTeTWO30BtAopHSNuxkJhdEoZZu25LazLJyfw\nzM4GFmYL88SLCmJRyiR8XmXBrFUIXmPDLq4uTf7ezVbO27n/H4BWKRtvE/WSalSxsjgemURMXtzX\nil5hOCmwUDRKKXsb+hlweNlc0YM2Qspvt9bRMewmGA5z+eRE9jb2o5JL2Vvfj8XuIUanxOULMDfL\nzIHGQfY3DlKaGkVNlxWlTMqkBD3r97WgkkuJ1inRKKUcbhliW1Uvh1uGONg0yJxMEzfNSaWh18HP\nL87loU+qJ/yvBGPGr9sGfXYvFpuHWRlGeu0eOkfcnB1yUZKs54uqXix2D+tmprC3YZCLC2N5cW8L\nUWoF189O4aLCWIadPnptXpy+ALfMTaO8w8bWql7y43TMSDPyl0NnWffGSd4/2cnaGSk882Ujj26u\nYU/DADa3H4kY9jUOMBYMs3ZGClKJmAsLYkkzCQt8+5CTaK0CERAMQ0WnjbYhF73j2d7rZqaQYlRz\ncWEsiMDlC3J1aRLvnegkxahmVoaRKLWcwkQD6/e1MOTykRipYkGOmakpkZi1Sq4pTeKL6n5eP3yW\nj8q68fpDdI14WFWSgMcfZFpKJIdbhnn0knwuKowlaryA5MfpyIrREKmWY9YqONg0yA2zUidyYYoT\n9EIuy6iPj8q6ue+CbFYUxpMSpWZ7TS/xeiVXlSZSaxnleNsIp9qtjAVCFMTrKeuwUts7yrBrjOtm\npiCXihkY9THg8GF1j3HtayfYUdOH3e3n1UNnefHaydRaRjndYeWqaYmkmTS8faydik47X9T0IZWI\nONQ0yDNXFbOyOJ6zQy5eOygUlCdXFyKViHnvZCe/3VaPIUJGZbedDLMauVQYhneNCJknNtcY3VYP\nZq2CxEgVa6YnIxaJ8AeDDDh8QnstDL5giEu+ciMGPirr4ldbahlyjtE26MKsVX7nlKKQinlmZyMp\nJhUWu4eGPgc5MRq6/h/23jMwjvpc+/7N9l60qqveZVmSZcu9d5tiugkkhBoILYQATkJCAgkhpEAg\nJIGE0CFU04wJYGPcbdxt2Va1el217b3M82HWAmNyTs55DudNntfXF1va2dkZaTT3/O/7Kq4QDm+Y\nQ90uREAph/o+F9XZlq+0vfW/aed+poD8/wgpehUdI342HB+gddjPgrI0RFF6GhcEge2tw+xoHWFX\n2whDngipBjXOYBRvMIonFKN92Mejl01Gp1JQkm5kWoGVJ7d3sKlxiGvmFLKgNJ0/bT7BN2fnc8ui\nEh79uJVF5WlcMjWPA11O7njjCP5IDItWRUWmiXNrslhUkY5Fq+RYnxt/OM7Z1Vk88nELh3tc3Hfe\nRDpH/WiUch7/xpTxpESApkEP6SYNsYTIVbMKWFyRgcMTYlaRjXAswYA7RCSW4MSwj+vmFvHsrk5a\nh3x8eGyQdYf7k4wsJ09fPY1sqw6rXkWV3UxFppF8m57yTCMjyb59+4gffzg2vu9si5Yp+VbKM01k\nmjQo5LJTxI0g6Srahn28daifknQ9V88p4MdnV3LlrHzOm2TnmZ2dZJo15Nv0WLQqLq7LoTzTyJ82\nn6Ayy4RNr8Ju0aJRyPjNR82M+aOkm9Q8fGkt9X1u5v1mM85ABGcgyuqpOZRnmojFE3zcOMTezjGp\nrWbTE08k+PE5lQz7Irx7qI8p+Vae3dXJZdPyUMllHOv3sL5+gPX1/cwtTSNFr+LKZ/eSalAx4guj\nlAsc6XFj0SnRaxS8fbAPk1ZJx4ifDJOGyblmrppdgE4lpybHQr8rxJxiG1fPKWBf5yjBaII39vfg\nCkSJJRKkGlSUphspTTdQkWVicUU6oiiy88QoT+/ooHHAy8qJmUy0m1hckca2lhHSjBpe399LvytI\nUZqBIW8YXyjKzrZRukcDHO5x0Trs46YFxURiCQ51O2kY8PL2oT5EUeSGFw+wqsbO+qMD7OkYZUOD\ntDpbVJ7O0spMrplTyEfHB9ncPEyzw8s7h/tRK2TU5lnRKuU0OyRrnkPdLrItWp7Y0sa+zjE6Rvx4\nglF8oThPbG1jXmkq7x0Z4FvzCll3uJ/NzcM09Ht44IIqsi06DnQ5icVhQVn6+N/cV4EzBeQf4EwB\n+b+DXq2gPNPEjMIUZhTaUMplHOvzcNETu+ga9dM04OW5XZ2UpBt5bX8PV87M57V9PbSP+JlXlsr9\nF1RTkKrnWJ+b+99vRC4IPL+7ixUTM/jw+KAUnlRg4d3D/UTjIiq5jCtnF5BmVHP1s/vItmjZ0TqC\nwxtiV9sIEzLNlGca2d/lJBRNsGZ5Be8c7sMTjJJh0nCsz83tS8u4YlY+Zu2pCXc6lcS4qbRL9Na8\nFB2//HsTaqUMAYFhb4R7zp1AYaoevUrOvs4x/Em6b1wUObsqkyFvhB+urJAEeEo5ezrGMGqVFKbq\n+e1HTTy/u4v2ET/PXzOd1iEfJ4Z99DolJ1ujRslHDQ6O9LpYUJ5GxRfsVHa3jZJr1VGbZyEnRUur\nw8ehbhcfHR9Eo5Rx//pGZhfbKEk3UN/rIhJLkGbUoFcrSDOoKE43SIFPRwboHgvgCkZZXZfL9MIU\nuscCbDg+SE2OmVf39XDlrAKcgQhNg15sBhXV2Wbq+9wc65eKbFGqnl1tI6ysyiTFoGbAGeRAt5Pp\nBSnUFaRg1SnZ1TbK3o4xLpycjUWnZGvzMFfMzGdL8zCT86183Ojg6R0dPHhhNY7kiqJ9xI8/GmNH\n6yijvggWvQqZIIn5nt7ZweXTJIV/VbaZREKya28b9jMpR7pG8m16rpiZT22elYl2EzlWLSLwl23t\nGLUKFDIZ51RnYdYqONrnYceJUVodPvRqOb+5ZBKPfNyKzaDk044xKfrWpCEYiRNL0pn1KgUVmUa2\ntw5z25JSqnPMmDVKOkf97O10olXKKE/+3uaUpPKteUXMLUllcp6V4nQDWSYNHzc6UCnkDHtCzCiy\nMbfERmmGEQE40uNmff0AK6oyCEXjuIMxClJ1rN3fS2mGgSl5VmYV2XhxTzdGjYI9HWN80jyMwxPi\ndxslHc5Xked+JlDqDL5SyGQyTt6PdWo5C8vT2NjgYMAdQquUMeyV1LqTci2UZxo51O2ixeEbz+kO\nRGIMeUJsbRnmvlWVbG8doWcsiE4p53ifmwcurGLIE+Ka2fkUpBk52usej0AtSNVz04Ji3j86wPJH\nt7LpzoXMKrKx88QIW1uGeH53J6IoFTuZIGWizy9N49bFJac8sVl0UlTs3/Z0o1bI+OWF1XiCUVod\nPlZMzOTusyu4b10Dl9Tl0Jl0JU4zqekY8bO3Y4weZ5BRX5hfvN/IkV4Xf71yKj9f30COVcvmuxay\nemouZ1VlUWk3oVHKkQlgS1pknBjyUZZh5OK6bPpdoXEzyc/ja1Nz2N46zF1r6/nGjFz+tqeHXKuW\n2lwLY/4IWqWcPe1jrJiYyZEeF8EkW2theRoOd4jHNp0gw6TmeL+Hq2fnU5UtaTrkMoGZRTa+u7QM\nEFHKBVKNKgpT9RzpcWHRSlnmzYNeuscCnF9r51i/m0c3tfLE1jaumV3AlpYRVHKBS+tyAIGzq7Mw\nqOVE4iJrD/Zy2bRc3jzQx/deO8LXZ+SypWkITyjGk1fWsa/DSaZZQ1mGAb1agUohw2ZQsXRCJk/v\naOdYv5u/JcV8Pc4gwUicmmwz7x3pxxOMccP8InadGMUfibN84mc07T9tPsGmpiEWlkktumyLRAj4\n89Z2JmQZuWJGHlkWLSO+MAPuEG8ckFx4TRoFgUiMhWXptDi81OaYaRr0MuzzYTdr6XMFyTJrWfbI\nNnzJ6/ckzqnJ4kDXGHKZjEk5ZikRsyCFqQXS602DHj5pGmLFxEz2d44x4o/w7uF+fOEYmSYNtbkW\n7jl3As5AlDuWldM9FqB1yIMoSi4O31lUQmmGgT53kAlZRl7a0wXAxoZBrplTREOywH8xfvnfCf++\nR34G/yMoTjPwwIXViKJIw4CHTxqHUClk1OVZ+ej4IA+vrkWvluMMRClJNxCOxfnDphOk6FV83OhA\no5QztSCFuaWpXFBrpyhNz+Q8K/5wbNz0bmPDIL9bPYmfrjvOvasqmV2SikGjINWgJtuiJdui5Y0b\nZ/Pszg5UyTbVrKIUNjUNcU51Fk2D3i9d7vc6g+PahDuXlxGJJxh0h9Cp5Dy7s5O3D/Vh0Sn51rwi\nvj49j4Z+D8XpBv68pQ1nIEJ5ppFjfW4OdbvoGg2QbdEyq0hamcUTIre9eoj3bp2LSi5jS/MQN8wv\npjrHzLE+D/evb6Bj1I9Nr+KiKTmnZIAPeUMMeUKsPShZwpxdbee2xaW8e7ifjlE/188vZvnETJ7e\n0cHHjVJM7t+PDvLO4X4mZJl4+qqpX+oyK4riOBHhurmFAFwzW/q3NteKJxTFFYgQiyfY+L35HO1z\no5DLcPrDXDFDWk22OHw0Dni4c1kZS363lZ+eW0meTc/5k3PY0TqCJxRlY4ODTU0OanMtfHTcQVmG\nAbNGwbE+D99bVsb2lmGuenYvZ1VlMuKLMCHLxNIJmUSiCZZPyODSqTl0jwbRKuU0Dni4d91xitMM\neEKSR9qHxwdJNahYXinRmsf8EbIsGlZOzKQu38oDf2+kezTAyqoMLpxsxxuK8dsNLVw9u4BPmoaY\nX5bKx43DLChLIwGcVZVJ91iQfJuORocPuUxgzfJyDBoF7UM+yjMM1GSbmZJvxRWIUJCqZ0ZhCm8d\n7OOFXZ3U97rZfNfCU9wVQGIZAvzwrXom51nJMqi4cHI2oWicY/0e6ntddI5YeXxLOwqZwD3nTOBn\n7zVy//kTueecSiw6JWP+MM/skFb17906lwF3EIcnzILyNNyBKM/v7OCWxaX/7b/f/69xpoCcASD1\nYyfazUy0mwlF45xVlcW7h/u45M+7WLOijNVT82ge8KJRyfjLlXW89GkXA+4Qx/rcPLerk8cuqyUY\nS4znouvVCjpHfPjCMW5ZXIJaIWdeWRomjXTJVdnNHOlx88yOdgrTDCwsS6Mq28yeu5dwuNfF7a8d\npiRVeip/8OKaLz3m6+YWcu2cAiLxBEqZwNY1C/nF+gZqcswsNWUwJd+CTa8eH6ae84cdVGaZmJpv\nxR+Jcf28Iqx6FSaNgnybjrdvmY3TLw3ti9MMXD27gGg8QSAaxxOKkaJXkW7U8N2lpXx3aSmBSIwW\nhw+rTnkKwyzdqGHYEybNoCY/RUdeio5gNMGzuzp58KJqAPZ0jPHC7i5e2N3F3WdV0DggsYgaBzyn\nZHw3DXhYXy/pZgKROLctKUWjlLPuSD8Od4gTQ14MGiVtwz6m5FkJR0WGomGO9LopzzDwh80neGF3\nF3/5Zh03LyrmrYO9NDu84zqPTU1DBCMxvresnLmlqXSN+ln2yDam5FlpG/Yx6o9w6dRcBt1BLp6S\nQ+OAhyyzhuWVGdT3uckwamgb9nHxE7uYVmBl3eF+AtE4MwpTuGJWPjOTc6PaXAvH+6U8FZVCxiV1\nueMEDqVc4MdnV6JVyccDxS6dlssfPmnlb9fN4OaXD1KRaUSnkpNl1rC3Y4zSdCN6tYJRb4QxfwSD\nWsGYL0KvK0g4FufxLW1UZBmJxUXybDq0SjnuYJRHPm7FqFawZc1CjvW7OdjtYlVNFrkpOjY3D7G5\naWjcAUGjlPPklVNx+iO8V9/PeTV2draNcPdbR5ldnMrPz68ikUgQjMT4/WWT6XUGUMgEXvq0m/Mm\nZaNRynllbw/DvjBpRrXkG3awl79sbecvV0yhYcCDXq04zUHg3wlnCsgZnAaNUk6eTcd3lpRy/fxC\n2ob9ROMJ/rT1BJ+eGOFXl9Rww/xiKrPMXPnMHqYVWDnU7eL3m1pZe+NsrHoVoijy5LZ2LDoV30mT\nKJGff0qPxhNkmNTc9uohssxabF+rZfWfd/OTcyu5enYBa1aUMzU/hYJU3bhLsD8cpXXIf4pT7knN\nxst7uuka9bOxcQiFXMaejjEevLCKl4528eBFNWxMDk4bBjzkpWgxapTU97npGQsw5JWS9zRKGWcl\n0/BUChkT7WZ+/WEzZq2SFRMzmVaQQjgWZ8gTJsusQadSjB/Lp+2SwnnYF8bhCVGZZeKbswow65Rs\nanTwwfFBzFoluSk6QtE4E7NMvH/bXO547Qh5KTraklqdk0FJJ5Ft0bIg+cQ96o+MZ56Ioog3FKUi\n04TNoOLpHR1oFNIT/+Q8C/W9LpoGPQx7JDKBSSPNFK6eXcjqulzuXXecBy+qYkFZGr/6oGn88/Jt\neh67rJYfvnkUbzjGHUvLaBv2sXhCBrvaRvjRW0dZ/525jPgiiKIkmDTrVNTmWnhuVydlmUa0anxt\nAAAgAElEQVQOdDnZ2zHGRY/v5Ikr6mjo9zCr2EZCFPnr9g5S9SoKU3WEY3Fe2NWFXCZQkm5gXmkq\nx/vd4wVZ8hmLEQhL6ZOHul3Y9EpSDSqcgQgzC1Mw61RUZ5sQBIGPGx1s2TDMpVNzWHugl8JUHbvb\nx9hx8SLuffc46SY1l03LZV5pGm/s7+X6eUXMKUklHE1w9u+389jltVw9u+C0vwerXsXs4lSO9LlZ\nXJHB5rtsbG8dARFGfBHKMo08t6uDQCTO/edX0ecKYtZJLK7bl5bhDkYZ8YXpcwWZWZhCXZ6VWCLB\neZOyKf6SrJx/J5wpIGfwH0KjVDDRbuZA1xhpeiVDvggbGxwsKk+nadDDU1dN5fcft3K410VZhhGz\nVkkiIeIMRJhflnZKPOlJuINRNjYMck61nZsXlpAQRY4PeFhakY7DHSIWT5ySgw0QiyfY3TbKgDuE\nSaMYFyWexKAnSDwhMrvYhkyAfJsObyjGtXOkFs9HxwcByE3R0jTo5YLJ2Tg8ITY0OFg5MZO735Li\ne53+6Dj9tNJuoqhbT/uwn72No3x/RTmv7ZNonVK8bx4LktTibIuWZoeHD44OsvPECN9bWsbCinTW\nZEpahXNq7Dg8IYpS9YRjCYwaJXk2HR/ePo+HPmrGpFUy5o8wIcs4fk47Wkf489Y2itL0vLBb6p+v\nWV7Os7s6qMmx4A3HUCvldHVL2pQJWUaJzJBjZn5ZGr/b0EwsIWLTq3jzYC8quYxX9/Vw04JiTgz5\n+MX6RnZNGKVrNMAjH7fwu0ulttnKqiw6RgIIgjSb+NrUXDY2OLhzeSmCIPCTd49zSV0OL++RSAZ9\nrhFiCZFwLE5eipFErsikXAsTMk1kmzWSHqYklduXluFwh+lzBSjNMKCUybikLodgNE4sLuIMRHnr\nUB8VmUbJjLLWzl1v1LOyKpN4QqRp0MOs4hQ8wSi72sYwqJX8+JwJ+COxJCPMwlWzC0gzqEiIksVM\npklSuu9uG6Uq20SGSUOzw8uoL8yG9YNUZZulHBq9ig+PD1JkM5x2bQGsWXuEQ90uLqnL4aHVk9Ao\nZfgjMS6YnM1Fk7PxJN2lJ9rNXP65oiCXSdHTh7pdNDu8DLpD40aYJ5FIiAjCV8fK+ipxpoCcwT+F\nXKuOuaVplGeaWFqZwW83NPPnLW3kWHXcu6qSD44Ocv8FExEEeH5XJ592jPHnK+q+fGeiJPhae6AX\nvUrB1AIr0XiCQW8IdyjKJX/ezQ9WVjC3VPLq8odjtDi8vH90kFWTsrDp1aftcnfbKAUpOkb9YX52\nXiUqhdTy2XFiZNxUDyTqZovDy7A3THmGkUgsgVmrZOmEdPRqBQOuICqFNAPpdwUpTNXx1+3tKOUy\nBEEg36Zncp4FrVI2buIoiiKPbmqh0KZnwB3iSK8bk+5U+5VRf5iKTMkn6+QKD6SbxpqVFdy1opwh\nb3icqADQOuSl1eEl26LFqFbgDccY8ITYcNzB+0cH2P59KevkrN9vJ9uixWZQk2/TUZiql1wC1HIO\n9UieaC/v6eH6eYXcsbQMpVzgp6sqeX5XJ6/u6+GSKdmUJoVzsXgCfyTOTQuL2dI8xDdn5nO4x0ki\nAf5QnIdWTyLbouXZnR1UZJqIxhOoFDIyTSr0agUWnZK/H3OzrXUEkDJATvpTiaLIO4f7iCUSPJcz\nHVkyX8aaPN+PGxzcOL8YnVrORVNy0ClkpBrVqOQC85LUV7NWwZg/CoJAabqBtQd6kwFWqXSM+Hlx\ndycLytLQKGSo5AJZFjWHupwIAgSicVocPgJRyRTzYLeLfleIy6fncd4kO51jfna2jiCKIi/v7WZZ\nZQYmjZL9nU4urctBAC6py6HXGeDBD5rG52aFqXrmlaTiDEawGdSnJXC+uq+HX33QhEmj4I9fn8L9\n6xv4yefs/294cT/n12Zzbk3Wv10R+acKiCAInYAXiAMxURSnfsk2C4FHASUwIoriguT3nwHOBYZE\nUaz6kvfdCTwEpImiOPLfO40z+KqRbtKQbtLwh09a8YXiLChNozbHwndfPcyG4w4eulQKWHp2Zwcd\nw37uO6/yH+7LrFPy3SWl/P3oIPu7pFz2zlE/PWMBPrlrAblWPdG4lG8eisZ5eEMzsbik98gyazje\n72Z2yalGkI9dPpkjPS7eONjHt57fz5LKDByeMI39Up/5+vlFWHVKpuRZCUbjPLerk5f3dFOdpJh+\n2j7GRLsJu0WLPxyjbdjHveuOc92cQmYW2qjKNvHg3xvpGg1g06v5/eVTxj97W8swcgQe/bgVi05J\ntkXLzhMjfNo+yqoaOzaDivP/uJNr5hQy7A1z6+ISNjU6aBrwEonHMWmVZJo02C1axAS0D/tZVJHO\ngrI0Nhx30OMMcPOiEuKJBJkmNXcuL2fIG6Jr1M+bB3opSTdQYNOhUsi45+xKbEYV7x/tp9sZom3Y\nz9lJIsJft3dg0ii4cUExJo2Cp66axqFuJ8/t7OBXHzSx48Qov7qomhFveFy4mWXW4gxEeOdQPxc+\nvot3b5nDo5tauKA2m22tI5wY9lGYaqAg1cDW9Y3Y9CrOn2TnvFo7+zqcDHlDdIz4mV6YgisQJRiN\nk5uiRZaMMjZqlMhlAomEyNuH+3i/foBzarK45tm9yAWBxkEvaoWMa+eGuGlhMa/t6+FAtxO5AJF4\nnMZeH5fUZbO1ZYSabBPXzS3CpFUwOdeCOxil2eFFLheov28FI74wI74wW5qGcQUkpuH5k+1MyDKx\nr3OM321o4dlrprElSbUd9oY52OXkxpcOsqwyA5kgML3AytM7OsejdqcVWFlfP0B1jhmHJ8w3n97D\nby+p4antHaxZXk5dgZVVNXac/gh2i5Y9HaNsaR6i1xmgOM3AwvJ0rpxVwMt7ulHIBM6qPn3F/q+M\n/8oKZNE/usELgmABHgdWiqLYLQhC+udefg74I/DCl7wvF1gO/OPkoTP4l4EoiihlAmad1H5pH/bx\n5k2zxpf8bx7o4UiPi6kFKdz2ymFeu2HmaU9U8YSIXCaMM17mlaZRmmYg1ahmb+cYBTZpX3KZnJ6x\nAPV9biKxBC/t6aauwIogg+6xALO/cGx/3dZBVY6J31xcw4A7SE2OhUAkzvzSVP62p5sjPS5SDSq+\nPb+INKOGVoeXthE/8YRIXoqOa+YUUJphZG/HKG8f6iPDpMGsUfLC7i50KjkymYAzEOHD44PIBE4Z\nfM4osiEIApF4gr8fG+Qb0+08tb0DdzDK0zs6+NacQtKMahaVp41bWZxsrUVjcX67oYU5JansbB3h\nQNcYmWYtaQY1k/IsrJiYIcX22o2YNEqe3NaBJxhh7cE+nP4IY4EI7x3pZ3llBuuO9JNr1VKYasAZ\niGDSKFDKBWIJkYdX15AQoXPUz+Nb2nh9fw/V2WbWHx1got3EWzfN5oNjg+xuG2HN2npuXFDM91dW\nkGFSgwgapYwLarO5//0GDGo5f9vTTU2umeJ0AzcvLObXHzSjV0mmjc/v7mJPxxjTC1PwhWL87tJa\nRKS8dAC7WUqqvOuNen59cTU2g5pBT4j36wcASNFJgtf5pWk0DnrJsUrsOItOhVGjZEZhCvGEiEou\nUGU3IhMEquwm3MEYf93eDsBvLq5JtpVGKT7QS02OhVSDGptexYf1gwx5I9yxrJTzJkkU7Il2E7+6\nuBqNUs6n7SPMKU5lot1M+7CP926dzdoDfUnRrcC8slTO77fzwbFBStINxBIiOqWcmxcW8/ahPvpd\nIcrSjVz3wn4EAaw6FZvuWIBVr2JvxxiiSNLry8G+zjHmlaaiUcp48dOu/6cLyH+ErwNviaLYDSCK\n4tDJF0RR3CYIQsE/eN8jwPeBd/+HjuMMvkLU97r51YfNzC9Lp2PEz2VP7ubZq6ejUcrZ1DBIfa+b\nVZPsPLmtnWeumsoP3qxnyYQMVkyU6JqhaJy5v97M9EIrty0pxaRV0NDvYe2BXuaXpvKzz+V/xBMi\n7x7u46ENLdy8UDIYDCddc8d8kVOOKxJL8MLuTr6zuJRX93Uzo9CGLxwjFI1zfm02962qpHnQS8OA\nh42NQ7gCEb45M58XrstGr1Jw3XN7JTv6lmHeONDLhtvnsbVlhFW1dv6wqRV/JM6KqkxmTEvh9f29\nWHUqvthpmF+WxvyyNG4a9KKQCUQTCUZ8EbRKGb/+qJnqbBPTCyUX5Gg8wZg/gkImYEu62DoDEW5c\nWMzhHtspQ/S6ghSWV2aSIMGC324lnhB59LJJ1OZZaeh3M+CRrFEQYMAlRe5eM6eA3BTd+ErqB28e\n5YktbeRYtXx3Sen40/O5NXbmlqTS5woyKdfCrvZR1qyt58LJ2dyysJi1B3rRKGU8cGEVa1ZW8OzO\nDlZNyuKp7R3o1ZIq/Qcry1n+yDZK0g1cNSuf+j43AE2DXjJMGqqzzdz+2mEisTjzy9J48brp4yyz\nu1aUjRMr/Eltxag/jFwmEI2LmHVKDGoFc0pSMWuVeEJRvj4jb7x4v76vhxSdktp8K3qVghaHl6eu\nnMr336xnd/sI8YSIWiFDo/osM6Rt2MeyiRkc6HIytzSVQCROLJ6gccBLboqWWDyBSiFHrZRz91v1\nTC9IoTzThFU/zNnJ1Me3D/XxncUl/Py8Kr73+iGmFaTw2KZWXt3Xg1mr5EiPa/yBYW/HGO5gFLlc\numCmF6ZwLPkzAknPdNsXgsD+nfDPFhAR2CAIggj8RRTFL6ocywClIAhbACPwe1EUT1txfB6CIJwP\n9ImieOQ/6vsJgnADcANAXl7eP9zuDL56VGebsZs1vLi7k42NDlbX5TKzKAVXIMKxfg8Ly9O5840j\n/GBlOS982sXr+3t540Avf7p8Cu8fHeC3q2u4enY+z+zsZE6Jk5f3dJNu0rD5roXj+d8nMegJ8dCG\nFkCieVp1SkJJBpRJq6RnLECOVYsgCLQN+4glRPRqae4xJc/CgCfEi9s7sBnU1OZaeHJ7O1fNkixW\nBCDNqP6MdmuS0gY3HJeYWmatit9+1Mw3ZubhC8fxh2OUphuw6VWYtcpTAqy6RwOc84ftXDWrgLOq\nM8cTFO8/v4qfvHuMu5aXMyXPikmrHP+8P2xq5bFPTvCtuYV8d2kpNr2KCXYTCrmMqQUpp/wcRnxh\nHvqoCbtFR1GqntYhH/E4LJ0gRfmeLAZtQz6pQCWtaZRyGRadirr8FN67dQ6v7++lZ8xPSpIxlWPV\ncuviEk4M+chP0SGKErnhjmVlvLy3mwPdTnaeGCHXqmXIE+aaOQXcubwcURRpHvQRjsWYXVxImlGD\nRimnccDLdxaXUpSmJ9Wg5tP2UaKxBF2jfjQKGUaNgnNr7KdoLT6v3i/NMPLpj5YgiiKxhMh3FpfQ\nPuxnot3EC7u6eHVvDw9fKvlhnVz5XTotd/z9mxodXPf8flINKuaV2JK2NCYKUw2UphtoH/aRl6Kj\nOM3AC7u7MGoUPLdL0gqdW2PnurmFGNVKmga93La4hBWPbqd9xI8gCOxqG0UAiSYdizPqixBPgMMb\n4qyqLPRqBfX5Vo72uZica2V6YQoquQxnIMzl03NJN2oxfS6VU6WQUZdv5Xi/m8UV6Xz31UMEI3Eq\nskxcM7vgK1Gnf1X4ZwvIXFEU+5KtqY2CIDSJorjtC/upA5YAWmC3IAifiqLY8mU7EwRBB/wIqX31\nHyJZrJ4EmDp1qvifbH4GXyFkMoHvr6zgkY0t1ORYuHdVJaP+CJc/uZu6/BQum2Yk3ajmh28dZXVd\nDhWZRuaVpvLQxmamF6TgDES5dm4hTYOS39GP3z5GhknDszs7iCdEpuRZmZIvjVSNGgW/vrgadzCK\nRSu1Lv60+QSFqXrJRmPYj0WnpMpuJjdFx/zSNFZPzWXVpCwWP7SV6UXSjdisVXK4x0X7sJ/9nU72\ntI/RMODhruXl5Nt0DHnD/OYSaX4TicYpTNOhVEjtqHWH+4nGE8hlAi/s7mRrywhlGQZuWlg8Xgza\nR3yIIvxx8wksOuV4AREEgVsXlfKXbe3MKrIxv+yz/JDphTYUsjbG/GGq79uAWiFjy5qFgMS8OjHk\n5epkiysYibO1ZYTnrplGOCoVLlcgwopHt1FpN5Jn1bFqUhYmjZJ4QiSWSJziyxVPiKyvH+Dedce5\nbFouNoOKd26ZQzSeQCmXsb11hIp5hchkAnefNYERXxirXoUzEOWdw33olHJuX1rGnzafoC4/hdIM\nA1fMzGN76wgOTxi1QsYD51cRFyEcjXNxXS4X1+UiiiJr1h5Bo5CzemoOKXo17SN+Hvm4hRUTM8dX\npZ9HNJ7gtX09KGQCM4tS+PE7R2lx+NAoZfzywirmFP9jJ9t3j/QztyQVpVwgmhD5qMHB5pZhvre0\njEPdTj5qGOR7S8soSjNw6dRcgtEY3aMBApE40wqslKQbEEWRj44PUpklbdc+4md6gRVfOMbyyszx\nldM950zAolPxxJY2Pjw2wDu3zAER7lpeRovDx5XP7GHvj5ay/cQwwUicbKv2lGO9YmY+V8zMJxZP\nEBdFdrSOcKjHxYYGB73OAN9ZXDoeOfCvjn+qgIii2Jf8d0gQhLeB6cDnC0gvMCqKoh/wC4KwDZgE\nfGkBAYqBQuDk6iMHOCgIwnRRFAf/W2dyBv8ryLfpmFpg5efnVyECbx3oJd+mZ0F5GukmDb+8sJqH\nNzbT6vAyozCFJRUZHOvzsLIqk0F3iGyLlj9+fQoOT4irZktW8a5AFHcwQuuQb7yAmDRKvjbtsxVn\nTa4ZpVyGSaPk/fp+JudZaR70sqtthIYBN8OeMCaNgmFvGH8kTjgqDeFjCclcTyWX0ezwMr0whReu\nnYFcJowL0La2DPNJo4Mp+VZ+es5E9nc5uXdVJWatkvX1/ZRnGJleaCMQiTPoCfHEljYWV0g2HAvL\n0zn802W8c7iPGYWn3uB2t4/wxJY2Wh2+UwrInBIb315QhE4lx6pT4gxEkQkCz+3s4MEPmjBqlFw1\nuwBBEJhflsZl03LJsWp4+NJJCILAHa8dxh2MStkfVj3vHRkY3/e80lQa+j0M+0LU5lg467Ht2PQq\nFDKB4nQ9X39qD1fNLmBBWRozi2zctLB43FATJB2KNxTjQKeTi6dILb6SDD0/fec4TYMeFDIZl07L\n5WvTcglG4oSicTY2OOhxBkk3qhjyhEg3aVh3uJ/u0QBmrZJ3D/fz0qfd3LWijLcO9o3rQj7/VA6Q\nEEXuW3dcEuBdPzPJtvMRiSVYUJ7O1pZhphaknKYYB/jFBVXU97h5fX8Px/rc+MIxblxQTJ8rSDiW\n4P36Ac6fZOfHbx/jhvlFTMq1cNuSUi6akoMzILVEBUFgWWUGP37nGHX5Fq6dW0B9j5tsi1oyCZ2V\nz58+OcGSCRmcO8nO/s4xKrKMBKNx8m063jrYizMQZU5JKjKZwE/fPU7XaICHV0/i4jrJAuckQ8sd\njGLSKIhEE7SP+FlSkU7bsI+abDObGh18a17Raef4r4j/tIAIgqAHZKIoepP/Xw78/AubvQv8URAE\nBaACZiDNN74UoigeBcYH7UmW19QzLKx/fZRnGrnnnEpC0Tj7Okc51i/1cz3BCNe/cIBMk5pWh5fK\nLDOrp+ZSlW1mRlHKacP0dw/3M+QJsyGpKXniiin8Yn0DDk9oPNXv81jzRj1H+9ysWVHGY5tOJC3L\nY+w8McrZNVlcNDmbUDSBgMjSCenIZAIKmSBpR5KzgcO9LiqzTNzy8kGm5EuGfu/cPJtd7aMEo3Hu\nX9/IudVZFNh01Pe6WHeknwyjmiUTMqjKNrOrbYTGAS9+RYyHNzRzZzLa1xmIctcb9agVMi6akk2a\nQc3CinQisQR2s+a0DHlBELhoSg5//OQE1TkWtrUM0zzo5cPjg4RjCWTJ2UVJuhGDWsGti0uw6VW0\nDfvY2+GkKtuIWVtAQoQjva7x/aoUMm5ZVMLGhkEe++QEORYtV87K54Njg8wrTaXXGSQQifPEljaa\nBjzMTA70O0b8XPHUHhZVpPPAhdVcUGvnlpcPcqDLRXW2Gb1KgTMg5bdMzbfy4bEB9rSPMi0/BRFY\nUJ5+yhPz7a8e4p3D/eNfXzQ5m0g8QSyZw9LnDLLrxCgrqzJ5ans7JekSGykWF0mIIjqVnBSDioHk\n0L003UiaUS3Ro5NizM/DH47xs3UNPLS6hjteP8yCsjTeONBLqkHF5qYhaX96FVtahtndPsqELCPf\ne/0wZelGitMN/DCZKyKKIre9cojOZFvwW/MK6Rr1k6LPZF+nk84RP3arFoNGQZ8zSMOAh8lKC9GY\nSGmGkXVH+ugcDXLzwuJk8Ja0n8l5FgbdIa56Zi/v3zaXFoePNWuPIIrwu0sn0TjgYUlFOrGEyNE+\n93jmy78D/pkVSAbwdvIGoABeFkXxQ0EQbgQQRfHPoig2CoLwIVAPJICnRFE8BiAIwivAQiBVEIRe\n4F5RFJ/+nz+VM/jfgE6lQCFL8PP3juMPxzjY7UKvUrB0QiZ9rhBvH+zl2rlFXD+vaDx6VhAEDnQ5\nmZBlRKeSLjlRFPng2CA/XFlBYZoehUzg+vlFp8XXgsR4OqnU1quk3HKtUoZZK4UD/e3TLqbmW9nV\nNsofPznBRLuJh1dPIhpPYNGqKC43EIzEUSlkVGWbea9+gKpsM8srM/j6X/fQ7w4xu9jGyqoM+t0h\n/rKtjT5nkC3Nks/W2TVZqBUyfnxOJT86ewINAx7ahv2M+SM8s6ODNKOKHKuWXqd0w/vD5hOANEhe\nVpmBDKk90zMWGGes5Vi0KJOGhlNyLRSk6phZbKPApjvtZ2DUKNlw3MFLe7rY1+lkVU0W79UPoFLI\nUH7BAiPHqk3ehPQUpxn4255uZhfZKMs0kGnSkmHS8MyODhYn8+YPdTsJRuNolPLx49/QMEhZupF7\nV00knhB5ZW83s4pt2PQq0k0antzWQVW2ifX1klOwRiFjQXk6+zrHeOX6madZ23vDMSqzTHSO+tl0\n5wLSjWp8YckXa3phCvs7x5iXjAi+fHoex/o9JBIiz187nT5XkPRkgNPXpuWSbjxdAxSOJZhTYuO1\nfT3csayMAVeIunwr+7uc7G4bpSRdz7SCFL45s4CaHAuTcyw8u6uTjlE/k3LN7O8aY8mEDARBoDjN\nQOdoAItOUry/vKebxy6bwkWTs5n2y4+xW7XMLUllxaPbKEzVM7s4lWaHl0q7kbOqshAEyYT09X09\n5KXo8IaiFKbq+bR9jD5XkHcO9bGgPI0hT5hQLM6T29q5Kjn3iMUTjAUibGke5uZ/kMD5r4b/tICI\notiO1I764vf//IWvfwv89ku2u/yf+IyC/2ybM/jXgT8cRa+W89Kebi6fnkuOVRrCbm4aZsQXZWaR\njeP9bsKxBNOSQ2GFDNYe6OXKWQWANCQHeG1/N3q1giFPiG8mXzuJPldwfEUSiMQxahRcNbuAq+cU\n0uLw4g5ECUXjvPBpN1MLUjjS00E0nqB7LEB9n4uGPg+OpLPw4op01Eo5naN+nr16Kv5InN6xAHKZ\ngCcYS7YspLbBLy6QzCU7Rvzs6xzjxV1dXP/CAdIMatJNasrSjfz6khrCsTgzilKo73Xzs/MmolbI\ncAWivLK3h6kFKTz2iVRIpuRbSTdr2Njg4NsLpALy2CetNA16yTRrICHy0u5uanLMXDw5B7VCYMgb\n4Z1DfVwwORuzVsniCek8ub2dC2rtzCqyUZhm4ITDi0mr5Fi/m2FvhEvrsmkd9NLi8LG6Loc3DvTS\n7wox6AlzKMkMeuaqaVw7p5BEsm3V6wxwTnUWVr2KDKOavx8dwBOM0TTo5Z1DfayYmEksLlKUqmfI\nG6LHGSASTyRXDZJOxR2MUpdnoSLLhEGjYFllBusO91GRZaQi08QVM6XAred3dXL7q4exWzScW2OX\n1OANDmYUpjDoCZBt0fPAhdUEIjFGvGHybfpTitGErFMt808iJWloGYsn8ASjvLy3mwtq7bz4aRcV\nWUaMajmLyjMozzRSnikJJg/eswytSk4snmDniRGGvWFkgkSuOLs6E6NGQavDx9IJ6WhVcnqdAZyB\nKNXZFhRyGUsrMxjzhfndxhbG/BGev3Y6AlIL8b51x/GEojx4UTUVWZJ4NBCRBKK/+rCJ9fUDaFVy\nlk1Ip2XIR0WmkevmFvLhsQFmFtlocfj+b/48/1dxRol+Bv9ltA372dcpzQnuX9/AmuXl3PnGERoG\nPDx15VRqcy28dbBXSnlLYlKulUm51vGvV9flMtFu4t3D/fS7glR8yc2hc8TPqC+CmBCxmzXkWHUI\ngsD6+n7erx8gx6qldchHlllDtkVLil5J/X3LGfaGUchl7Lp7Ca5ghOuf309truSiO+gOEYjEsepU\nNA96qcg0ceWsfB75uPWUz35kYwt6tYKCVD1TC1OozjHjCkYJxxLj9ttqhZx5pWnMLUllzq8+weEN\nc8cyiZLZ7wqOr0pK042s3d9D7HNMs28vKObWRaUMe8PjqnSA+9YdJxKLYzOoCEUTXDBZ0ikYNUre\nv23eKcd4oMvJ+iN9jHgjFKXqKE43UJRu4Mlv1nG0z4XDI60oVlZl0Dnixx2MseR3W7lrWRlzSlPR\nqRSsmpRNIiFy04JiXt3XzWObWjmnOoshb5hndnaiUyl4+3AfMwtt7G4f5c7l0vmN+CLc/LdD48di\nSs46puRamF2SyuY1i/CHY7xzuI9fvN/IPedMGG/RaJQyGgc8zC1JZWfbKAA7W8dYWqlEq5Ax7Avj\nDZ1qvf5leG1fN+fU2Lnsyd3MLUnjgsl20g0abk262y6fmEkoFueB9Y1MKzyV3XaS6XRk0MPc0jT0\nagWv7eumOE3P9tYRVk2y88yODhr6PVz8xC7ml6XyyNcmMatIErDefdYEAAbcQZ7c1k6V3YTNoCaR\nEHnvSD+j/gjtQ37GAhH+9PUpKGQylldmcLDbSa8zyJg/Qn6qnj2dY6w90Mu21hG+Pb+IN/b3IAjC\nOOX7Xx1nCsgZ/JdRnGagadDLqzfkU5FpYu0BSZR2MmEQ4KIpOV/63q0tw3SPBbig1sdcyrcAACAA\nSURBVE6l3cRFk3M42O0kL0XHsT43Vdnm8W3nlKTyzI4O1qw9wi8uqOLi5D7LM4zYZkn97TF/lEcv\nq0UURSoyjWxqdBCLJ7hwikTxdPqjHOx2Mb8sbTyJ7uNGSaZ03dxCbl8q3RDvWFbGh8cGCMcSnF+b\nzdE+N5ubh/nBinJ+/VEzIM0YCm36U1T2wUgcjVKGMtkem1GYwnVzCzmv1s5l0/PocwVJ0am4aWHJ\neEsPpBjUTxqH6Brz0z0aZHaJjXNr7Pzk3ErkMqlI/vL9Rq6dXUCW9fShMUBdvpXNTUMUp+v51tyi\n5DBXT3dSLf/gRTXMLLJx68sH6XUGuXCynWyLln53iMe3tI27zg56QnhCUR5aPQmFXMaoL8yNC4tZ\nX9/PkDvENbPy6XYGMWkUeEMxKjKNrJyYQVGqnrGA5IarV8mpspvINH/WYtKrFTyzo4O2YT/n1mQx\n0S49JCjlMrpGA6xZYWN2SSpOf4T7328g06yhIst4Wgvs8+h3BelzBck0adAo5OiUMjJNGnqdAZ7f\n1YlBreCHZ00Yj2gGePLK04wzxtE9FmBSrpUhT4gfvnUUg1pBLJ7ApFUyNV8a2G9vHeGRja389pIa\nLDolw97wuFbHqlMxIdNEMBpnyBsi3ajho+/N53C3i7goctNLB8i2aiVqdJeThy+tYV6p5CNnN2uw\n6lQc6XUx5Anz+BYp8tmajCD4d8CZAnIG/2VY9SoO3LOMQU+I1/Z180nTEC9fP/OUm/9JfN7mHGDd\n4X4+ODbAeZPsAAgCVNpNPL75BNMKTqdpekMxRGDN2npSDWpMWgVDnjA/eLMeTyjGd5eU4vRH+cm7\nxzBplAy6Q2RZNPS5gmRbPvPASvuS3vkXg3xKM4wokjf5AXcIQYDpRSlkmjQMJl1tWxxeWod8zCpO\nZWvLMAe6nFw7u4ArZxVg0SqTgUSfPT3azRpC0cQpxWPtgV52tA5TnCZRkldPzRm3wT+5XX6KDqVC\nxv5uF6v+QQEBqEv6iB3pcTHoCXF2dRZ5Nh15Nh3bW4dp6HczKddChllDpknDncszpVjZjM9MG987\n0s+DHzQhlwmsu2UOFz6+i+evnc6bB/oozTAw7IuwMzn0jsYSfGNmLvevb0SpkKGQScylo31uphek\nMOaPUvQZ4YxJuRbahv0c6XFx86IS1t06h6ZBDzMLU8evC6texe1Lysiz6eh3BXj04xZmFtlQKWQ4\n/RF84RgmjZKZRTbm/PoTRBGWVKSzsDyNrrEgHzcOcX6tnaUVGfgiMT5pGkIAavMsUuRsOEZxmhSA\n9UWc/F39/egAoihpnXa1jeIKRFlf3yaZcwKvf3umpFVpH+WlT7t46qppgORcfem0XH74Zj2bm4eo\nybEwu9jG5DwrtbkW9t+zjBS9ir0dozxwYRUv7+nhmZ1dzCtJlRiJm0+Mz6vOrbYTisVINZx+rf6r\n4kwBOYP/FiLxBFc/sxezTsmL1804zUDuJDY1DnHX2iMsKEvj2jmFDHlD2C3a8UGxIAgoZLLkU93p\nAqrvLi3lg2MDtDi8NA16+PWHzbxw7XTq8q00DXoZ8obJt8VYd7gfT7LtYdVJhWRGkY00g5ob5hVR\nYzfxrXmFxGIJDBoFaoWcmV/QFRSnGXhiSxupBhXn1GSxKCy1Nn55URVmrZJYXCQQjjEnOfBtG/Zx\n7ZwCLDrVeMDT5+ELx1jwm82cX5vNT1d9tmoRgB0nRrhtSSlapZwsi/a091bnWNi6ZhHwmf3LP4Iv\nHMOsVXBjUrF/EmsP9KJVynl1Xw8Ae9rHqM21jCv7HZ4Q6UY1Ip9Z7dsMamQyKM0w0D0W4LtLS2kc\n8PD+0QH+fnQAi07J6rpcvOEYN88qZmfbKJNyLOxuG6XbGSD4OZFlvytIQ78HgIYBLxqlnPwUPSqF\n7JS2HYBMBm8f7GXUF2HFxExe39czbh1zsgDv+MEi5pemEY0nqMg0EYuLDHslh+PphSmUZRq5551j\njPjCHE9+7tem5vCNmfnc/VY9dfkpzCtNJRiNj+t1spK2KplmDXX5VvJTdLgCEWYWWZlWkCLZy+tV\nTC+08cb+HkZ8YbJM2lN+J8/uaEcQJLbY4R4XGxscXD27AHMyHlkURb4+I4+JdhNWnYqusQCfto2S\nm6JlzB/BG4qyr1MyfJyUY2bdkX4ey7Py74AzBeQM/lswa5W8csNM/OEof9zcRq8zyFWz8jmnxn7K\ndikGFYvK0+lzBnlyezueYPSUXBCQWkO5KXp6nUEq7Wa8oSgGtYIRX4TfbWzBplexoCwdh0caiN/1\nxhH2/ngpIDG0rn9hP9G4yE/OnUDHiB+tUk6fM4g7EOV4n5tX9/UwrTCFp7ZLYUU/O28iV80uYMgT\nwh+OjT+ZHutz0zzo4ZVuF91jAVINasYCUV5L3oABtn9/0XgQ0kk/qy9DQ7+HSrsJq17F7vbRU16r\ny7dyfm22ZGPf78YbivHR8UH2do5RmWXi7rOl/rrDE+LhDc1kmDTjlOGTEEWRcCxBXZ6Vu986yqA7\nRF1+yniKHkjWM5PzLBjVCh68uJpD3S4OdjtJiJL9y7xfb8akVVCba6Uq20yBTYdGIeP5a6Zj1irp\ncwV5Y38PcplA089X8uKnXTyxpY0JWUb2/mgJaUY130+uIh7a0IzLH0H4LAsLi07Jqkl2phWE+MFZ\nElXWrFOOZ2WcPA+JzmwmlhDZfmKEi+pymJxv5bZXDlGSZuDEsI94QmRL8zBbkwmUY/4IL18/kwfe\nb+SKmfmMeMNsbx3m1sXF9LtC7O90crjHRWmGNDhfVJHOlDwr7cN+7l/fQHmmkUe+VotaIbksr6zK\nYmVVFk9ua8MZiNLrCjElz8qFk+1olHI6Rvy4AhEEYGOjgz2dUuFcs6Kc4/1e5pXaUMldfG1aDsVp\nRtzBCNtbhrFbNPQ5g+RadfS5QswssjGjyMalU3NJJES2f38RZp2SYCSOVikjGElg1v6/p0Q/gzM4\nDRkmDbf8rYH3jw6gVsgQZ56a4XH+n3YCcO+5EyhKM4yvOjpH/Vzz7F7SjRpkMomam27UoFHI8Idj\nPL+rk2kFKbQNS/GrFZlGFpans/ZALwDf/NznyJL037wUHbLkaubD44OSBbpGwVggilGjoDTdwPdX\nlpNIiNTkSE+fP3n3GAe6nOy/ZxkAt71yiK/PyOPhS2v5zisHSSTAoJYzvzQVdyjGgCvwpRqVL0Mk\n6SZ8bk0W3aMB4gmRQU8oSQbQSjGsowHWHelnc9Mw3nAMuUw4pbiuWVtPhlH9pe23v+3pZmODg0vq\nsjmnOguTRoE/8tngORpPkG2RbEhq8yycW2Pn3M8Vd6c/zF0rytjf6UStlBMOxDna58aiV3H320e5\nfl6SUi1K0cEnGWwKucBHxx1sahoazw/pdQYY9oWZnGdBxmcrJZ1KwS1fQkeNxhN83OBg2Bvm4rps\n/JE4UwusXPCnXZwY8vHBsQHOrbYjlwnU5Vu4cWExlVlGsswaitMMfNzoIMeqJRCRVl4mrYLHt5zA\nE4px9L7lTCuQo1HK0asV/4e99wyPszz3fX/Te9doVEa9S5ZlW+427sbG9BZ6CKRASCjJIqSQwkoW\ngaw0SIMkkAAhEFooprlgjHu3Zav3Xmc0mt7n3R/e8WAD65y9F+vaJ1zH/y++PF3vSM/9PPf9L1zd\nKAoef/5uBxc35NFQYKY0S4NUAnf8/RjZBhV3rCojmkhR4TDwlRVlBKIJDva6OdLv4edbOvjhRbXY\nDSqUcinLyu08/G4H4z4Ymwkzt8BMy6gXdzDGvCIzC4qtPLVvgLdPieJOVzDGqsosavOMOC0fPXV9\naCpqUMm54rF9XDw7F08o/pkxVTxXQM7hvw13IIpWKWVxqZWfXl6f0ThE4kn8kTgD7iAzoTjffuUU\nXZOiJUWOUc2SMht7e9zIJBLCaXuOBqcJh6kEnUpcdG588iB7u8Wd+81Lixj2hFhZmcUXlhaJqvJx\nP6V2HQqZlFl5Jj7/l0MgiDRKh0GN3aCiJtfIjvYJDGpFOgfbRoPThDxtSdEzFcx8Zn8kTq8rSF2e\niXgyxfJyOxO+CEvKbKgVUySSApM+bYb+OuAO8uPNrRzsm+aF2xZnWiKn0eA0sblpFJteSaFVyxef\nPsyuzimevmUhOSY1f93bz4rKLOx6FbcsK2ZBiZXaXCOH+z38/v1upvxRnBYNJTYtrx0fwapTnlUA\nTtthPH9okCf39LGpPucstbtCJuXZLy3i+UODtI552dPlyuSrABwdmOGpvf18/8IaXj8xSu9UkK+t\nLiOWSBFPpjg5NMOF9TnctKQ4cwLTKGTcsrQYbziOAJwcnhE3DzIplzXkoZBLRVry/wum/BFWVNhZ\n/PB7WHRKvnNBNb/a2oE7EGVTfQ61uUZkMgkb6hyUZevZ2jLOv7/Rwr0bqrh5aXGGodQ9GUApl3J8\ncIYnb16Qod6OzoQ52OtGKZfy4zdbmV9swRWI8cddolPvvEIztblatIkUKyqzENLX6zR0ShlLymys\nrXHwrQ1VGfbcrHwT494Ir39tGb97v5tYPAEScFq1mDRy9nRNcd3CQg71ufnG+gp+saWTN5tGeWpv\nH4fvX5exmpFKJGe9H4hF+vjgDFqFLGPD81nAuQJyDv9tmDVypoNi8uCDb7Vx+6oyFhRbOdw/zYNv\ntfHULQuZDkZ5dv8AJVk6so0qovEUfenZgVIupdAiDosFQaAuz8jmplGsOiXfXF9JXd4EraM+Jn1R\nHkrHrn5nYzXTwRh/2t3LX78wn1yzhuHpMCd+sJ7hmTBDnhAtIz6sOjH2tDzbwN1rKvFF4lz52D62\n3LOCqhwDyZTA4HQoE1O7t9uFVCKeHCZ9URaWWMg2qNGp5FQ6DCz/2Q7q8008/kEPd6+tIEuvIiUI\nBKIJ/vB+D/kWDd9Lt55AnO385r0uPKEYq6qyMqLE104MMx2M8dvr5tE+7mdnxxRfX1OOXa/CG45z\n+7NHM69x6kfno1fLWVPjwKL95LZGSZaW82sdBCKJTHE7Ezs7JtnSMgGChMYiC1KpSD9OpFLMLbKw\np9uFQi7hqsZ8anON/GJLB9fOL8AbTjCv0ELfVCCjjK5wGFhUYiWRFFDIpOhUMq5udOIwqjF8xJZE\nEATaxnyAhNq8synaOUYxD2RhsZVjgx4ubsijNs/EA5fUcekckbbsDcfRK+Xs7nIhCKIY8XTr8DRe\nPDLEsQEP37mgmpuePEi2Uc2/ravk0R1ddE74+fdL6sjWq7FoFfz9S4tICgIHe6fJM6vZ0+3i9ROj\nvHR0mM1fX06908S9LzUxNB2iwKpldr4JpVyKXCbJGCYq5dKMql0mkbC4zEZ5toFXjg1nopF/+14X\nBrWCFw4PMeYNs6w8i+9fVEvXZICfvdPOZXPz+e4/T/Hq15aetemIJ1N8br4TmVSCRiHjs4JzBeQc\n/tuQyWSUZxvYNCuX99omee7gAO82j1ObayTbqOZX2zrZle5Z7/rW6kyGyK+2dfJO8zjLy7OYCcV5\nZv8A59c6uGyuk+1tE3SM+7h3QzUHeqfZ0+3i/gtr0CpluIMxOif9LC/P4sQP13PV4/tZV+Pg3vMr\nCcaSVDoMVDoMrK12iD5MWjnzi63IJKCUyzj5wPmo0/nqMqmEO1eXU2rXMTQd5rmDg5g0Co4NeDjY\n6+YPO3tYWGzhP69uoGlwhlAsydKyLO5eV0E8meLel5qQy8QT1aISK5P+6McYZ+dV2DnY52bCG+Xi\n2bnMdprpc4kWJQ+/08aWlgmmAjHcgRjDnhCrq7N59No5OC0ayux6DOmWX75ZwxO7e/nKirKPLaK1\nuSYqsvU0Dc9g+UjvfNIf4fqFhXx7YzUqhYwPOid5/cQoj93YiE2n4p61FWxtmcASF5lKHRN+bltZ\nSq8rQCSeYna++ax5xefmF/BR2D6BMXR80MNLR4bwR+J0TgTZ8o0VZ91/2k333g2VvH5ilO2tE2yc\ndba54pO7e+mY8LNxVi5T/ih7ul240qLQ01haZiOWSHHfyyIjz6JL8c/jw/z2ujm8eGSYYpuWm/5y\nmK+uLCUcT/HAJXUsLrURiSd5/tAgX11ZRmOR5UNx4YCHXleQg33T1OYaeOy9HrZ/cwVquZSuCT9D\nnhALi61IgMdvEtM293W7qM8344/EeXhxEVtbxjFpFDiMesrsOqxaJRIE5DIJwzNhfvJWK7GkaHh5\nqG+afIuGPJOaV4+P0DsVpDrXQGPRZ2OADucKyDl8Snx5RSlZehWvfHVpZrALsLBEtBZpcJqYCcWx\n6sXFrdSu5/aVZVz02z1cPldsMz2zfwBVetcllUiRScVF0h9JoJRJqck1UpNrZFvrBHqVHG84Lgqv\nzitlYamVf9/cyshMmKsanZwYmmFVpZ2/7O0j36zBadGgUcrxheOU2vUsLbfRNurDE4qyqjqbXKOa\n9nEfP7l0FoH0DGE6GGPcG8EdjCGTSFAppNgNKoKxBKmUgDsY5a61FWcpo58/NMidzx/ngUvqxNNJ\nSmB5hY37NlSilMv44tOHefS9LqpzDDQUmFlWkUWvK8SVjSY6JwLkp2N3H7y8/mPXWK2QZcRxH0XX\npJ/32icxqhXkmM9uH0klEjRKGfkWDSq5jHyzJuOCe3zQg1WnpNimxahVsKwsK7Own1kU2sZ8lNn1\nHytcAPe/eoq711YQiCZQyKQo5VLUChljM2FUMglGi4ZNs/LY2TFJy6iPKX+UO9eUY9OrGJoOsbVl\nggG3yNxaV+s467UD0QR9riBXzstn0h9lfrFIiz0T1TkG/ryrl5EZUTA5v8jKgDvIiSEvEmBfj5vL\n5+Tx94ODXDLnw/bfqREvxwZnaBn1cUv6JAzwj68sps8V5NXjIwxNh1lTnc3ODhdrqrNxWrQ0Dc3Q\n5wqyuWmUUruOaxcWsahU1LIIgoA/kmBBqY3hYyM8d3CQIpuOnqkAe5eW8NgHPTxyzRy+9+opGpwm\nNAoZN//lEOF4kmKblrp8E4U2DccGPBmPss8CzhWQc/hUCMeS3PTkQS6bk8/eHhe9U0HmFJi5aUkR\n08E4PZMB1AoZ973cxPpaB5fPdZJrUvPwFfXU5ZmoyTXw2A3zyE4Pp3UqGbPyxYV5ToEJhUxCLCHm\nbt/3chOeUPys9z/xw/Xs63Hxy8/NYU6BmYN9biKJJHesLhet0af8vHB4hMWlVq5bWMjYTIRnDgyI\nNiQlVp4b9RGKJcVAp5VlLC3PYnvrBD+6uA55OgRo46xcNtTl0D0RYCYc52/7B/jWhuqzroE/ksAT\niqGSSXnwrVZePT6CKxDjb19cyHkVdiodBvb2uMkxqdnX46Zj3M+y8ixyTWr2dbu5dE4eJfazBXSn\nRmYos+sz/mGfhAanmVfvWIZG+fG2R5Ze9TFNwekT0ldWlmUcYU/f3j0ZoH3Mx/EhD75wnAXFVvrd\nIb657pMDjx68vJ4fvNbM3w4MZG5bWmbjm+sr2XxqguXlNnZ3dWNUK9jf60YqgXvWiYXwF1s7EASB\nx25sZE+Xi1RKoGsykDkNfH5JMbcuL8GoUaCUSzmcVmxfMTefA33TXNXo5PEPevnxpbNwWjWMeMJM\n+aPc/Y8TfOvlk5nP87n5TnwR0Rrl4t/uYVa+kfw0bXpuoRm7QSz2EsmHsc1HBzxsaZ0gx6ji3pea\nePZLi3AYVeRbtOxon2Rz0ygqhYwXjwyzuiqbmbDYxl1WlsXqqmxWV2UTiScZ9oSwG9QY1XL0Khnv\nNo/TOuZjTZVotKlXywnHk2Qb1QSjCRYW2Tk2MJOhFn8WcK6AnMOnQo5JTTyZ4u8HB7hodi7n1zrw\nhRM4jGp0KhkymYRxX4RkSiCeFEimBGx6Fdcu/NCqvbHYwp4uF41FFtbXOLDolMyEYpRn69l132r+\nsqeXFHDtggIMagUtoz6yDCpc/mjGElytkKb/lXHrU0cAuHVZMZ5gAoNajssf5fFdPQQiCaRSePPk\nGHlmDceHZsgxqpFKJWxuGiWaSPLikSFmwjECkSRWvZIn9/Sxsc7BLctKUMmlfGtDNZF4khFPmN+/\n3827LeOEYkkkEnh8Vw/RRIqqHANfLLdnXGrL7HpiiRQ5JjVvnhzjlqVFSCUi3bfeacJuUGUs4k8j\nlYJ48r+OwEmlBOQyKTKpQCASR3/GHCISTyKTfnxYC/D1547hDsYYcAVZU5ONXa9iyBMmx6RmfY2D\n8+tymPeTbYRiKZDATCSeKUTF33kr8zr9D1+Yya4/DYVMikYh48vnFdM5EaRl1MePL6ljWbmNPLMm\nQ5m+9/yqzM5/eUUWM6EY21rHMwXktzu6OTboYVN9Lu+1TRCMJRiaDlNo0+IKiK0sp0VDPJVCJZdR\natdTatfz5fNK+KBzCoVMikwqocqhZ11NNgq5lGFPiOlgLDOT+enl9UgkEnZ1TfGtl5r43fXzWFhi\n5YPOKWw6JQPuEOdVZDG3wMzNfz1ELJHiC8uK2Vify+x8Ez99p50BdxCtSo5UIuH37/dQaNNw+Vwn\naoWMMrseVyBGLJniG+tFGvZdayvwR+NolDK+sLSYqxqd/Oa9Lra0jLOx1kGBVYtdf47Gew7/P4FC\nJsVhVPP6iVEKrVosWiV1+UaeOzjAQ++0c+nsXKw6JRXZBnQqGRX3v82Lty3JKIBTKQGZREJFtrhw\n/GFnD4tLrQy4Qzz0Tjs1uUYxi10mpd8d5IZFhRmG0p5uFxIJLC61ZazCi21a1tVkY9OpiCVTTPgi\n/PTyWQSjSV44PIhUIkWrlGbeWyWXIpXCqREfs/JMqBViNKo7EOOuteUsKxcXkMd3dnPX88eRyyT4\nIwkO90+TbRAtNMqz9VzckIdJo6DAos3YuZzGgV43bWM+bltRyppqO0a1AoNajkouZbbTzMISK9JP\nSOVs+EjL5swZiyAIfPuVJvrcQTbU5rC+NuesAjLiCRFJpEAQW1K/3tbJF88rodJhwKwRd8Q3LCqk\n2KbDniYEvHhkkJQgsLNjkgqHnjmFJlZXOTCkTylnFo/TiH1CARnzRiiyiYunSi6l3x3iqX19WLSi\n6eHhPje9U0HcoRj5Zg2xRIqr5xdk2nS+SJxJf4Q+V5BIPIlWKcsUja0t4/zhBnH+8ObJMTbV5+IO\nRAlGkwxMB9k0O5fnDg0y7AlTnWPg80tL+NPuPpaXZ3Hx7Dy+tqYcnUrGf74rZtaU2vUgCCyvyEKn\nlOIKRDk14uXC+lx2tE9ydaOTfT1udne5WFBsoWVEbI9tPjnGlfPy+MueAZxWDZ9fUky/e4S5hSa8\n4ThjM6Ld+z8ODVKcpeM/r2pAEAReODzIzUuLmQnFuG1FKXKZlB9eVMvKSju7u1y4AjHyPkFY+q+K\ncwXkHD41vrWhiqsbnfgjcUZmIvxuRzeD00FKbFqSAoRiSSocesa9YQqtWszpwWyfK8hlv99LQ4GJ\nu9O50JP+CGqFjK5J0ZHUpJHTPRlkVp6RllEvNy8t5jsXaPj7wQGsOiUSiYQtLeMsKLZSZtcTjaeo\nyjHiC8fJ0itZWm7joXfauXZ+IU3DXlRyGcVZIvf+qvnOdJ6GhGA0wb0bxF1iPCmgkEtoG/dzsG+a\nYU+YJWVWDvd5eK99AodRzeqqbM6rsLO0TNyxPrK9K+3WavpYAQnFEsRTKX60qQ6ARaUf0mkFQSAY\nTTAwHcIViLHyDCrumdjSMo5BJWdpufhcXyQhahfser64vASpVMo3XjjBgV43lQ4DeWY1epWcA73T\nnEpncK+oFFtpMpmUG5cUUpalQ5EmFfS5gvijSV46MsxLR4eIJwVuXFRE09AMf9vfz79fOoufXFrH\n1tYJZkJxFOn23kdPSEq5hAl/BK1Cyn0bqqlw6Gke8ZJKR+aK4VUSpvxRfrFNzJtbV+Pg6jMG9J5g\njEN90+nXE+dPHeN+FLKzT1QV2Xq++eIJDvROc2lDHq83jdL27xt48bYljHnD6JRyFDIpv/pcA4f6\nPDz6XhdNI17+47I6ZuWbmArE6J0K4ApE+eexEcwaBa+dGGVZmY1l5VkUWDWM+yL8ZW8/AJfPdfLX\nvX2cV5FFIplCIZNxx6oyfJE4X3/uGHKZhCy9ml9s6UAmI/27aODEkJc/ftCDSaOg0Kbl/ldP8XrT\nKFfOddI+4ee6heLPfs+6ik8kJfwr41wBOYdPDadFe5ZI6ktp09hUWjwn7ki1HOqb5muryzPtEI1C\nxprqbPLNGtzpHeb9F9Zi0Sp4Nt1XN2kUeEIxzFoFcpmU/d1u9vW62dU5hUGtwBuKcdmcPN48OcoT\ne3ppHhEtLFZW2PFF4tTlGVHKpLiCUXofuhCA3Z1TbG2dQKOQsbw8i1Mj3rNaMYlUinhS4OF32plb\nYObE8AyNRRYumZPHsCeMRinlsRsbM48/2DeNJxSnwWni2oWFpFJCZiANsKbacVZ7atAd4q1TY4x4\nwmxvm2BlWosQjiXpmvB/zEgvlRKNIs/Myn7z5CibT47RWGjhmf0DfGFZCTOhGGPeCDlGNRqlDIVM\nii8iKv8LrNpMy2jEE+Gnb7VyxTwnl80VDSpzTWqe2N3Hi7ct4cp5+Zh1yszpoKHATPeknwlflHgy\nhVohzdCK44mPn0BuWFREnyvAb3d0MeQO4krPrRIpgVAsicOoZkm5jUesc0gJwse0I0U2HT+5bBbe\nkMgOaxry8s31lSRSAuefEYV7xTxxA5Bn1pBICmTpVdz81GGGpkNixK8gcMuyYgbdocznvXxOnpiq\nOF8UGN7x7FGuW1TAr69poHsiwHQwxvGhGXqmAiRSUGbXUeUwMLfQjEIqIduo4o2mMRaWWPjbgQGu\nbnTy1qkxbl9VhkoqFrtbl5ewv8fN4X43RrWC2fkmjvRPs61tkksb8rDqlZRk6UgKAqeGvdTlGPBE\n4hzsneanl9ef9bvzr45zBeQcPjWaR7zc/+opZsJxZuWbuHFREf5InJVVdg70urEbVBjVCjal1bUz\noRjD00EcJg2/vmbOWa91esApCFCercdp0fKHG+aRpVfxyLVzefiddoY9IcrsUV8zAQAAIABJREFU\neuQyCETjKOQy2sb8KOVSbl9Zyh2ry7nlL4c5PuThmgUFvPa1ZUTiKV45OkzLqI88s5pnDw7gDceI\nJ1PolKIt+23PHMEViOL2Rzmv3E6JTYs0rQ4fnQlT5TBwZGCa686Y3wxNh9g4K4f6fPPH9A7/FQ70\nuvnZu+1UZOs48L21fPmZI2xLOwVvPjnGFfOcWHVKfv9+N1taxumaCBCOJ/ntdXO5OG1CedHsPJQy\nCdOBWIZqe/e6StbVOtjWOkGRVctXVpRyz7rKjLq9zxUknkyxsMSCPxKn3x3igTdaOL/OgdOsQa2Q\n8sddPbzXNsn5tQ5+e/1c+lxBLv39XgxqOYtKrMikEr60vJQPOqd4am/fJ85AAP5+YJApf4TXm8ZY\nVyNuEiw6BZF4kpQg4AvHaRqeySjGT+PR7V186bwSPuiYpN8d4q61Fbx993k8e2CAX23rpNCqpSRL\nxxtNozy9r5/bV5Zx+8oyIvEk7mCMRDJFy6iP1lEfWpUMTzDGcNpYM0uvYtIf5U+7evjOBdW0jvl5\nv3OKC+pz+dyCAr736inWVIvD8F9u6yTXpEYllzEViNIy5sXlj9I07GVtTTaVDj0uf5T7L6xlRYWd\nX27rJBJPcvWCAuwGFSVZOmrzjNzw5wMEY0nKs/X85to5bD45RrZUwn0bqnmvbYKaXAPb2yfT7dYo\nm+pzzxKE/qvjXAE5h0+NAouWpmGxTXLv+VXMyjcSjCZ5t3mcb77YRJZeRbFNy4Wzc7llWQlP7umj\nc8LH0rIsBqfDZBtUzC+20lgkOssqZFKe/MKCzOsPTYdQp2m+X1haTK8ri5PDXvyROHlmLYlkiiy9\nkplwHLVChlGtQEAU+W1uGuOJ3X3saBct3Csdei6Zncudq0V79af3D3BZQx6JVAS9Us7gdIhcs4bX\nTgyTSIkZ8APuEAqZFJVCSr3TTJ8rSDSRZE+Xi7JsHZ3jgbPyJnyROJ5gjERKoMyuJxRL8OLhIeqd\nJhqLrKyqEheIrskgw54Qho+4xL7bPM71i0Qr+JPDXvJMahblWDGekVSoUcjY2emidzLAkjIbl891\nMqfATDCaYGfHFJF4ko5xP+F4krXp9MHnDw1yWzoPfEfbJCsrrTyzf4Dr/3yQx26cR45RTd+U6F58\nZaMTlVyG06LhzjXl9E4FGPeGKXcY8UfjDE6HcBhVnzgDEQSBMW+YL68o5b6N1XztueNkGVS8+tWl\nSKUSmke8SCUShqZDbG+b5Iq5+Rl68dqabL75wgm2tE5ww6JC1tc4kEolzHaauG5hAbPTc6FTwzMc\nHfAQS5+AvvPKSRaX2rh2YSFFNh2b6nM5PuhhbqGFFw4P8vLRYZ65dQGhWIIjAzPi8DytUbLqlQiC\nQColsKN9irXVDlZV2anLM7GuxoHTouFI/zRziyz8/cAgOSYVf/ygl1gixaPbuxjyhKjPN2LSKM9q\nsb1ydJgL6nO5flEhH3RMoZLLmJVnYMof593mMba2TrKuJptcs5q3To4DYPsMDdDhXAE5h/8BBM7w\nYNKrxMyIjnFR8KdXyZlXaOb+C2t4Zv8A77VNEIgk2NIyiVWn4vlDok3GnWvKaSyy8NjObsa8UTbU\nOVhVlc24N5LJCQlGE8hlEpaWZVGRzguXSCT82/lV/PjNVr69sTrjt3VehR2nRUv3pJ8LZuVQm2cg\n16hBJhUV4lqVnCqHnulgjGAswYkhL2atnEKblqHpMDctLsKiU2JQK1DKxBlJll7Fqko7+3vdjM5E\nWFOdjUQiodgmzjk0ChmCAN9++SS3ryzLDMHjSYEHNrfy1VVlNBZZyTaqmZVvpHnEx/sdUxkK82m8\neXKUqxqd5BjV3L22gm+kQ6q6Jvy83z7J6upslHIpI54wbeN+FPIzbTjEP2lfOMF/vNXGkCfEqQc2\nAGSU8q5ADIkE/rqvn0g8yTULCpiVZ+Tfzq9i0h9hwhdlcakNVyCKVaskHE+iVytYmWNgJhTndzu6\nKc82YFAreOCSWgbdITrG/cSSKVZXZYtD7VgShVRKvkXLa19bdtbPN+wJs7Y2G29YbG1d2fhhdkyZ\nXU9+uh1605KiTDunMR1Z/OLhIW5dVpJJ7at06Hn1+DCbT45lYnFPI8+soW3Mx74eN2NeMe/jmVsX\n8q2XT6FVyvBF4qypzmZL8xhLSmw8dEU962od+MJx3j41ztunxvn5lg6+uLyERDLFn3b38ofrGwnH\nk/zo9RZ8kQS/3i7OcR66op4/7+7lq6vK0CpFB2RBEJjyR7nlr4f58+fn0+8KMjITpd8d5MXblvCD\ni5LEEilu+stBrl9UgD+coMj6X1v3/yviXAE5h0+NwBnpcTqVnD1dLu575SSvfW0pwVgCp0XL3m43\nT+7pw6AWF2mJRMy8+PySItzBWMbWwWnRsqfbzaqqeh7d3oUgpEgJAlIJIIEJb5Rcs4afvduOVafk\nxduWcKhvmvfbJskzfZhGd+eacup+tIW5hWaC0SR/2z+INxzn0Wvm4I8k+PbGagpsGt5pHufEkJcs\ngwp/OI7ToiWWSLH55BjBmPi4jgk/BrWClCDwjfWVfAPRzdafzqkA+NXWTvyRBA6jKp2lPcBD77Tx\n58/Px6CSI5GQWTABVldliwWkfZKNdWersKOJFAqZhKf39ZNICdy1tgKZVMJzhwZ58+QYh9NOxLcu\nK6Fn0s91iwr5654+LmzIxROK8eBlszBrlfx2R9dZNvC/f7+b+UUWFpXa2N3lYtgTZmHamuSmJw/x\n9TUV/MdbbXxjXSUmjYIXDg/S4DTz3MFBGossXDE3n7p8Ez+8uI5Lf78XjULKd145hVQi4WB66G3W\nKvGFdWgUMt44OUqhTfsxm5Nn9g+wusrO9zbVEI4nqT1DkPnzre0c7Jvmc/OdVOd8ePvuLhd/2tVL\noVXL4lIbNbkGanKNvNc+ycFeN8mUQFk6UuBgrxupVMKhvmlaR310TPjxRxJcOc/JWyfHcBhF1tlr\nx0dJpn2utrZOcvfaCr6wtIgn9/SzvsbBkCdE54Sf2U4TraM+9na7Wf/rD5hfbOE7F1Tz8tFhrDol\ncpmUoekQw9NhntjdxzULnMQSYiiVzBvh4oZc7AYVC0usbGubYFmZSITQKGW0jvloGfVx5TwnD7/T\nznXD3gxR4rOAcwXkHD41AtGzTyCn858n/VG+trocmUTCj99sAUinvGk40OumLFtPMJbErldRnxYP\nKmVSFpdYmfRF+PX2Ti6dk8eBXjeRuFgALm3IQzXqJZpIopSJFhPnVWQhl0sY9UZ4ZHsn0XgSAVhd\nZcekUfDVVWVcMiePi36zh2UVWRz74fpMq+GXn2tgyhfFpFHQUGhm0B1iVaUdi05JebYetULMzfZH\nE4x4whzun+bZAwPcsbKMpCBwfGiGYwMeim06ntjTx5XznIRjCba1TVCSpcMdiGHIUmBQiWr401hd\nnc1vd3Szr8fFI9fM4fuvNWfaQSeHZ4gmUiwps/HmyTFaR32MzoQosGi5YFYOrkCELL2a2U4TE74I\nGx/dTVWOAZ1azufmF/DQO238clsn395YjTcc47fvdWHUKJgKRChM73Df+Ppy+lxBim1aQvEksx/Y\nSiyRRBA+jHsts+uJJlKZCOBr/nSAV766hMd29qZdgtXUpl0Crl9UiEwqocyup9Su47ZnjxFoTvDH\nD3rJM6mpzDFwzfwC6p0mZuUbCcdTSCXirOu5g4OcV2GnJtfAs/sH+ekVszKtqdPwhGKYNAp+dHEt\nS8psLC61IpFIGJ0JcemcPLa2TFCWFmK+dmKUnklR3b+2JpvWMR+z8o0MuIO83z6BXqXAqFZw0+Ii\nGgpM7Ot2c2zQwxtNI5g0Cl45Nkz7uB+VXMqNi4tYW51N66gPiQTC8SRbW8bJNqhQKWRkG0RNk02v\nSm9+phj2iJ5sJrUcuVSCXS/ORHa0T3DP2gr0ahmReBKVXEr3pJ9FJVbmp9u35Y5PztX5V8W5AnIO\nnxp9riAb6hwoZVLUcimhdKhQIJygaXCGSCLJDQsL2dXlIp5KIpVIaB7xcd1CKbcuL+bEkJdRb5h8\ni5ZIIsmRAQ/jvgjrarIpsGh5wz/KaZ/AWDKF0yqyg6JxUQEukUjYfd8avKE4IzMhTksqogkBs0Zk\nbxVatbz01SXY0tTf09hQl8PoTBi5VEosmWJkJkwyJZASBHZ3uZBJYXPTGPkWDe82j3P/phreaR7n\nuxfUcLDPzUwwzpwCM2V2HVc1Oim2afmgcyrtgSShOC0k3FSfS+kZSvMGpxmrTsl0MMbRQQ+NRZbM\nQve5+QWo5FKWlmXxTvM4Lx0dwheOY9IoWF1lx6ZLi/qydHx5RSkbZ+UgCFBo09I+7qN5xItGIeOP\nu3qozzexosLO6EyYlZV2poMxfJEEQ9OhjH28RAL3b6qhJEvHuppsjg94uGlxEd979VSmVWTUyJmV\nb8SoVtDvDiIIAuF4guNDM/ztwACfX1LMA5eINOUJX4RANEGxTcsdq8sxqhV0TfjRKGU4LVr297jZ\n1+PmJ5fW0TrmJ5ZMolXJGPKEsegUvJEevAP8YWc3B3unuWh2Lsd+sD5jGHn6O/zl1i5aRr3cuaYi\nc9JZV5PNNQsKKLXrkEskPLG7L+0yLGDRqVhSZqNtzMfQdIh5RRa+f2Eto94wFzy6m+sWpuiY8HPj\n4kKCUXGTMuAO8erxEdZWO/jTTY08d2iQ7a0T7O9xgyBwye/2cuuyYpIpQcwmCcS4eUkRD77dztbW\nCWpyjXhDcd5vn+JvB8SZW02ekS0t43zpvFL+/qVFDLhD/OdVszFrzj6t/avjXAE5h08Ns0ZB50RA\n9Ak6Ocb69B+/06phd7eLkiwdQ54wXZMB5FIpJ4ZmGJkJ84W/Hub9e1exuupD3cSJIS9rqx3U5xv5\n3c4eZsIx/nbrQganQ/gjCdzBGLs6p5BLJQx5wtgNKvZ0ueiZ9DPbaaZtXOTVnxrxEoolsKV3065A\njCd391GdazwrPfCdU+P820tNPPH5+Qx7Qjz4VhuJlIBWISXLoKbYpuG6hYW8dmIEm05Jll7JeRVZ\nLH7oPR6+op5QPMGwJ0TXZIBfXN1A92SADzqnWFvrOKs18/CVs8+6ZjKphJWVdl49PsLO9kme/8ri\nj11XnUpGTa6BznE/B/qmMajl2A0qVn9EsV5wRt/cqlWyttpBNCHG3KrkMsLxJLPyTeSZNFRk6zky\nME0oluCuf5wA4PxaBxqljJuWFPHEzR+2T75zQTVNQ14m/RFmO8VW4I83t9A7FWB+kSh+PL2gZxs/\n1C88ta9f/P7NWl48PIROJWdxiZVVVdmkUgKT/ihLy2x0TwXRKmUsLbDROxWkPFvPFXPz+fvBQe5L\na3K2t05wbHCGtjEf62sdmM9wJU6mBF47MUIyJfCfW9q5cHYuiWSK2589mtGnPHbDPF6+fQmvHBum\nyKbDG47TOxXEYVSzu8vFXc8fZ2NdDm3j4glDLRfnWNcuKOSxnT28fGyYxWWiWWaeWc2J4RkO908z\n4YtgN6jIManRKWU0j/pYUGzhSP80rxwdZk6hBbtexa+vaaDBaebKx/cx4YtQk2vg7ZZx4oKANxzn\nB681M7fQzL4eFxO+KHLpx50D/pVxroCcw6fGsUEPi0utzCkwE4olyLdoqMszYtUpWVhspTrXkBGz\nZRvUmVlApUNPx7iPEU84k1Ux7AnRMe7jyICo9ZiVZ+TYwAyldh1KmZTZThPjvigLiiycGJ7BadFw\nbNDD47t60KsVGFQyyuw6fvJWK80jPu5aW8E311fSPOJl0h+l1J4867OvqrKjkEkYmQlz4excTgzN\nEIwlMWsUvHR0mNo8A3/e3YsgCBz9gRg89ad0sqE3HGfcGyWRStE3JupPyrP1vHT7UkDUb0TiyQyD\n7EwIgsCCYguvHh9hR8ckD3zEyRfEItM84uPe8yv56RX1FNt0SKWSsxTpk/4IRrWCKX8UpVxKKJag\nNs+IXCrh19s7iSVSvHjkw0TFrgcvoC7PxJEBD9cvLMAViOEwqvnbgQF+eXXDWe+/ptrB919tZtQb\nQauUs7paDPVaVZWNRasQnXIDMca9YdbVfFjUcoxqrltQwJIyKxqFnBPDMyxLf78dE34SKdGd9uG0\nRf+XlxcjkUpZX+vg2xfUcPvKcvRqOdGEyCQDUCk+eWEtzdLRNRkg7wz/qO9fWMu21gn63UE8oRi1\nP9rC/ZuqyTaoeKNplI11OdgNKmpzjdj0St5tHme2U9Rq7O1xATDljyKVwOISKx+krfhbR71kG1R4\ngjHaxv3ctqKUv+7r57I5efgjCQwqOU/s6SMQSbCkzMYPXmvmkjl5/PTtNnKMKq6a52QqEGU6GMOg\nklNm1/Ne+yS3/+0oNr0Km075mdKAwLkCcg7/A1DKpZRm6fnjrl60SlEc2OA00zsV5JI5ecQSKWZC\ncXKNanKMal49NszqKjtFNh23P3uMdTWOs8KODvd7uHttOcFoEqtOybgvQl2ekZ+924FZq6A218jS\nchu7u13pTHUJFQ4Dy8uyONw/zYA7yDfWVfLFp4/QOyW2YPb3uvmgc4qLZotalL8fHECtkHFhfS4P\nXVFPSoAd7ZPs7JxiJhTPUG2tWhV9rgnyTGr8kTj7etxcNDuXxkIzcwrMWLRKXj46TNuYL1MsHtne\nyT+PjTDmDXP9wkL+/dJZgBjAtbfHzZ6uKfZ0uVDKpUglMDQdpmdKtHk/Ew1OkcU1OhMhFEvyfsck\n21onCMUSPHrtXCQSCU/s7kWtkPPykSFGvRGWltnY1+OmschC8wMb6HcH8UfEQjflj9Ay6sNp0dAx\n7qfPFUQulaBTyVErpJmgrdMY9oSoyTOy9ZsrkQBP7unLUF8r0gPrK+bm88z+Af74QQ/1ThPhWAqN\nQkqVw8DxIS+JlMCzBwYot+uRSiQc6Z/mhoWFSCRw7/mV1DvNqBVSlDIpkXiSRErI6FpkUhlHvr+e\n/b0uim26s04f4v0SfvW5Obx5ajRjBSOXSanKMVBo06JRyOiZEkOnvri8lO6pAC8fHabIquWVYz7e\naR7nthWlfHdTDcmUwMa6HN5uHuX6RQW8dGSI3d0uXrxtMb/b0cP3LqimadhLnlnDb66by+hMmF9t\n6+TShlyKrFp+vlWMLji/zkH3VJC/HxjkthVlzMo1IpNKmAnFaRv3oZJLuXZBIQf73BRYtVw8O5dZ\n+SY6xv3oVJ+dHJDTOFdAzuFT4551lSRTAp5QjEl/lB3tUxjVctzBGLu7ppjtNNPvCnL9okLkMvjz\nnj421Dk43O9mebkNvUrGrU8d5mdX1nPdwsJMnOqj73WzuNTK6EwkM/TuSLdz7lr7YVTqqDeCNySm\n5A17whwfmuGyOflsnJWT8RU67aXUPubnuYMDzC+y8Mj2Lv55dJifXTWbLL0KpUxsr8USKQqsWjbU\nOajLM3LPugo2PLKLu/9xnB3tU7x553JaRrwkU0JG9JVlUDLhi1Bk0+G0aFlTnU2eWZ2Z3ezpcnHj\nkwczn1kqgXqnmRsqsvCE4vxiSyfra7O5svFDS4/2MR8b6xxUOQxc/Ls9ZOlV2PVK8swaYknRRHBR\niZW3T41j0yu5ZkEhVp0CqURChUPPO81j+CJxblpczMFeN+5gVMwjsWvJN6u5sD6X99on0Knk3L6i\n7GPfq9Oi5cmbF9A14afCYeDKRicLS6zEEimOD3rY2z3FwT4P08Eoe7vdhOMpWtMZ79/bVIPUI+Ef\nhwa4bUUpB/qmUcil7OycIhoXmXWxZIqvr6nI0LQ7xn10jPuZlW/CplNh1MjRKGVUZBvOyiUB2NY6\nwZ9391Jg0XLfxqqzoobdgRi7Oif5/kW1vN8xidOs4Y+7epFJ4RvrKrigPoftbaJwM98i/n7IpBJe\nODLEM/sHmJVvZFGJlbp8IyVZet7vmKR7KkC2QcWm+lzUChlmrZJ8iwarVkG/O8Tlc/NpG/MRjCaZ\nDsSozTMwt8DMul/vYmOdg/JsPblGDX/Z18eUfxyDWk7ziJcLZuXS7w7yyrFhrm78eN7KvzrOFZBz\n+FRIJFOZSND7NooW56t/sZNr5js5MuChNEvP19eUo5JLqckxcGrEl1l45xRUcGrYy67OKdFZNSlk\nBGU96ZODRiGjPp0Ol2NUkxAEFDIxte0/Lqsjmkgy7o3QNOyladhLsU3LiaEZ/u38Ssa9EYLRBK2j\nPm5eUsw/j42QJMX3Xm3OfP4GpwmnRcvXnjtGiU1H10SAnqkAdXlG9nS7uXJePo1FFjyhOL6wyC6L\nxJNsa5tgfrGVeUUW3EHRFPD8X+/i0P3rcAXEHn8sKc4hAOqdJkqzdCwus3FeeRZLy7LwReL0u8VY\n3TyT+mMtrIYCM55QjFK7ns7/uACFTMqLR4a4pCEPVdrDymHUMDQd5s41FeRbNETiKU4OzyAFXj4y\nzD1pDcmxwRl2dkzyhaXFJFOQEuD8uhy++89TuIMxLp+bz/2vnkKjkPHmyTFWVtr52VWz2dw0ikwK\nrWM+VlVl88utHcx2mtnVOYVSLmVnxyTf21TD/ZtquO/lk8ilUqZDMcZ9EYqzxFNA05CXI/3TXFCX\ng1QiwaJTsLTMxt5uFz/f0k4gkuDR7Z04LVr+mp6fACKDyaBittPE++1TPH3rQpaUiVkZ/zw2zKG+\naQ71TXPPugqahmb457Fhcs0aLmnIo8im5eWjwywttVHlMOCPJMg2qtCr5JRnG0ikRGq4QS1ndCZM\nMJrgg84pwvEk4XiS1jE/T3x+Pv3uIL+7fi6PbO9iZCZM92SAWfkmBEHgjROjfGVFKS8fG2ZZWRZX\nzMtjxBPJWLNM+KNU5xhQKmT8YWcP9XlG1lRlk0ilMKgV/PPYCKF4Em8kTkoQ3YU/azhXQM7hU6F9\n3McPXm/h1TuW0TziRS6VMK/QTEmWjvsvrCGVEvjZO+20j/u5Y1UZX1lRyu+un0tNrpEyu56n9vaz\n+eQYKrnoofR+xyStIz56XGIBUcqkvHVqjHeax1DJZSSToi385X/YRzSR4t17jKyvdWDSKGganqEk\nS0d9npFIPMXqKjuBaIKRmRCvnxjl4oZcTGolP7ioFglii0atkHGob5qeyQC1uUb+8ZXFyGVS1v5y\nJ/lmDaFYEpVchkkjJ4XApQ15vNs8TudEgIYCM2qFjCsb83n+4CDRRIpjgx52tE/ycFoXcej+tYDo\n6bXj3lVnXTuTVnHWAPyjyDaquaqxgERKyJzAPpoKWGrXUWrXsaLSnpm1vNc2wb4eN1P+KCeGRIaX\nVikjnkwxK9+ESiHl8Q96+c4FNXxvUw3PHRLTGJ/a18/lc/Mpy9ZlFNEPvd3GJXPyaBn1saEuh8P9\nHhQyKRfMymHAHUQtl/Fu8xi/2NKBRCIGiXVPBZjyR3EHYlyzoACtUjSwnOU0cd3CQmw6BeF4ih9v\nbiOaENKzpMjHVO2JlMCYN0KBVZNxVj6N03RkvUqOUa1gS8s4T+8X/dMWlViZW2hhVr6JTY/uJkuv\nZF+Pm7o8I7+5bi57u11sqs/l1TuWMuIJs6VlHJtOlQmmWlqWhVEt54ndvTx/aJCZcJzvbaqhyKal\n4AzPtx+mo2oFQQy30qkU/OjiMu554TiBqNiO29fjxqCWc+eaCvpdAba2TvDl80pYXGrjG+sq2NXl\n4pVjw6ypslP1GaPwwv9mAZFIJP2AH0gCCUEQ5n/CY1YBjwAKwCUIwsr07X8BLgImBUGYdcbjfw5c\nDMSAHuAWQRBmPs0Pcw7/92HSKBnxhIklUuzpdmUGo9/dVMN3XjnJFfOcvHnncgamQ2jSR/8Gpxl9\n2r6j3x3EoJZz/cJC5DIJq6uyKc3S4Q6KJolqhZzL5+Xz9qkxVAoZs/KMZOmVXLewkHAiRUW2gb/u\n7eNXaWfX2fkmDvVNo1XJefW4yJwya5W8eXKMQquW0ZkIRwc8zC+ycHTQw7c3VhOIxCmz6zCo5bzR\nNMrlc/MZnA4hQUIylaI+38hTtyxEKpHww9ebmfRHmJVvzLCsvvz0kcwQ+Wi/h0qHqJ8wqGRE4+LQ\n/vighwKrNmMkeaR/GkHgLAsUgMP903iCsYxp4AedkzSP+Lh9VdknZntolWIu/aQvQjxtT7+jfZJQ\nLIlcJuG9tgm+uLyUAqsGu0HFg2+18Ycb5tH6Y1GdfmWjkwffbssooPPNGr65vpItLeNE4knyLRoC\n0SQSiQS1QoZGIaNj3M+Fs3NxBWIc6p/GrFUgAHa9igUlVp47NIRFq+Tp/f1UOvTIJFIev2keBrWC\nLL2S1jEf9Xkm3rxzGVc+vp+11WKm+/l1OcwpsDDhi9A7JRobhuMpQlHxGp5merWO+ni/Y5LaXJEs\n8JsdXUQTH5IjTp/O4skU3ZMBLp9bxW0ry9h8chSbXsUj27toGprha6vLKbHrKUlnvl84O5eeqQCp\nlMALR4YwqOVsuWcFrzeNEo4nWVD84XclkUg43O+hNU2ecFo03LCoiEg8iVIuo9SoYnvrJBfW5xCJ\np3jh8CArK8UNzUtHh/mgc4pKh4Gh6RBSqYRcs4airLMDxT4L+D85gawWBMH1SXdIJBIz8AdgoyAI\ngxKJ5Ew/66eA3wHPfORp24DvCoKQkEgkPwO+C3z7/+DznMO/AKw6JetrHSjlUpam2wt6lRjgtL1t\nElcgxqb6XMrsH+6u/NE4P327jS8uL8GoVqBTyvGGYmmrb9jZMcWfdvXym+vm0FhkpXnEy7vNE1Tn\nGsQdb8sENy0pxuUJI5NKWF/rENlT0QQbanN48O02Tg57KbLpGJsJ89KRIV66fQkOg5otLeMcHfBw\n74Yqrv/zAQRBXAzeOjVOdY6RYDTBkQEPd6wqz6i4HSYNJo2Cw/3TtI75iCcF9Co5G+ty+MehQYKx\nJKfSp68DfW4SSYFxbxiXVEokJu6qjw54aB/zoVbKGPNGeOnIMLkmNc99+Wz6rtOsYWf7JFOBKO1j\nfsrsOn65rZNNs8Vr+NbJMQ72ubl5aXHmmsqkElyBGFc8tg+jWk5VjoHh9ZwhAAAgAElEQVSSLF3G\nTiUYTTDmjXBJQx7RRAqpVJJJOex3BbhxcSHldh1ymRSFTELPVACVQkoskaLMruf5Q4NcPFvM3Xj2\nSwupyjHSOupFLpFQnFXN8nI73ZMB9vW4Mjt0g1osbFKJhH29LjTp01HnhJ/70y3Ep29ZwLULCvCE\n4nRM+JnjNNM07GVkRmTlZRvUNBZZKLPrCaStYgAqHHruXFPBGydGUClEUd6KCjvZBpWohRnz0TLq\nZVVlNhc35CGXSVhWnsUDb7Tw480t7Ol2ZTJOzoRMKqHQqmX2A1spy9bz9l3LcQdjXD2/gEQyhUQi\n4dfbOsk2qphTYObGxUW83z6BRavgoXfa+cfhIerzTezumuKqRieLS21M+aP4o3HmFZhxWrQkUwIn\nh72Z1ll5tp75RRZcAbFV+VnD/1QL63rgn4IgDAIIgjB5+g5BEHZJJJLijz5BEIStZ/z3AHDV/9Bn\nOYf/iwjGEhkBWXGWjqduWYBKLi6SAOPeyMee827zBO80j7O+1sGfPj+fZDLFhkd28W3dh1qCkZkw\nJ4a8NBZZ6XUFiadSyKQf6g7GvGH8aQuVIpuOpWVZ/Hl3L0OeEP5ogkg8yXkVWbSMebm6sSCze6xL\nO+bKpBK+vrqceYVmetIGgiatgh++Lirmf3LZLG5aXMQz+/u56/njaJUyrpznZEWFnTFvGI1SRp5J\ng0IuIdekZsIfpS7PSPOIl3U1Di6encuDb7fx90ODLC61YtYq2NE2ydvNomneohIrven3PRO5Zg0v\nHxtmwicO/a9ZUIBEAt2TAcrsenZ1TvHCkSEWl9oyBaTSYWBH+wQnf7SeUFwUaiZTAo/v7KEqx8CV\nj+2jfdzPXWvK6ZwIcMW8D72nfrWtizeaRtlUn8Pbp8a5bE4ed6dJEcmUwCUNuVzWkMdf9vWzuWmU\nHJOalODjDzt7mJ1vZmWVnZZRL/t7XFw+Nx+TRsEXl5dQny9a05g0CtbVOPjhGy388KJa3j41nnnv\nd5rHCcaSXD43j1eODfPq8RE6J/zs6vpwn3rPugoUMimH+qax6ZV4gjH+estCnBYN5Q4DnmCMCW+E\nHe2TvHBkiN9cN5efvtvKpD9K64838MvPidTkVErguoWF+CNiNECR9ZN3+4PTIWLJFDqVjB+81swL\nR4ZYW+3g8Zsa6Z0K8PyhQWRSCTkmNRXZel48MoxJIzpNLy2zcWxghluXlVCerWdkJszrJ0bod4e4\ncE0ub58a56J0wJpcKqFpWMxm39czzZWN+cg+IVTsXx3/uwVEALZKJBIB+KMgCH/6yP2VgEIikewE\nDMCjgiB89MTx/4RbgRc+6Q6JRPIV4CsAhYWFn/SQc/j/EP84NES+Wc3lc50Y1QpWpUWBT+/r56sr\ny5BJxR1tmV1PPJnig84ppoNRKh161tWKbZ+EIHBlY0HGQmPKLy6eJ4ZmePbAAG1jPh6/sZF8s6j5\nsBtU6d71BF9dJbKH8i0a+lxBXIEoNblGCq1aFpbYqM83ZSy8RzxhFpfaWFudzd/293PzkmLe75hi\nSZmNe9ZVYNLIWVlpxxWIZgaagiAOzce9ESZ8EWRSCd5wgkl/lHAiSZ9bvK1t1McV8/Izc4ghTxhp\nOmfcblBxy9JiMe9jMkCOSY1WKedg3/9i7y3j5CzPvv/vNe66szvrbkk2G9m4khAjwd29UIpVaOkN\nVJCWUioUKK7FiyVoAoF4iG5sN+vuOu4z1//FNRkI0Kfyef6f5+a+83uTrF3j53Gex/GTMXzhWKqd\ndwzn1+QSjieYkGmiOkcSmbUM+VgxkRSrrC/ZrwfY0TqCRaek5r6NRGIJLpmdx/WLinlhZyeXzilg\ndVUm50zPYUqehYyvZW/Y9EqKHPqUCeXUPCsgFVi5TOCt/X30jAeQCQJKhYzF5ek8+lkzP15WTpnT\ngEIm4/U9XZwzPZchb5j3D/fTOODj1OosJmRJtGS1QsYZ1VmM+MJMybUw5g8z6AnT7w5h0CjoGg2Q\nZdZy55oJjPjCPL6plae3tWPSKNCr5KiVcna0jhCNi9TkW+kZD/Dc9g4un1uAWiHj+pf2UZC0Pmkb\n8vH9xcWsnORk49FBTqrIQC4IfHSkH4dRjUEjZ01VJjb9twc3HdugGDUKAtE4AgIXJAOfonGRs6Zl\nc+HMPEZ8YX6xtg6jWoEvHCPfpmV7ywg720Z5beFsjvZ7+PBwP/k2aW7y6dEhRFHkw8P9XDwrjz53\nmJoCK0f7PeTZtN9JDQj86wVkviiKvcnW1CeCIDSIorjla9eZDiwFtMBOQRC+EEWx6Z9dWBCEO4AY\n8PK3/TxZrJ4EqKmp+ccB0Sfw/wSNA142Nw2TbdVh06soy5AWjd3tY3xwuB+QvJWOFZCOEX9y918q\n2a6LIokEqUIAkiVHda6FsnQDwYjkWFqZacKqU/Lh4X4MagW9rmCKggnSDh0kryJRlIKLLnt2F8UO\nA9PyrDyxpZVoXMSsVbIxae2+qCydRz6X0hPXHeznkx8u5PSrvtydf1I/iC8c4/Xr5lBz7yc0DXp5\n8rIampLOs1qlnM7RADlWLedMzybXrkOeZA7F4iIrJmTgDUcpStMTTNqrT8uzEImLtI/4KXbo6Rjx\nM+wNs69znMO9bnKsWi6Znc8NL+/HHYgSi4tMy7My5o9woNvFMeNdVyCaEhTeuXoCmRYNSx/cTCSW\noHc8SKZZi1Iu0DXm56alpanHVJMvncRC0Tgdo35G/RHahv1UZprQq+QkRJGnt7alQq2i8UTq+d/d\nNsbETBN6tYIKpzHlAvzAOV8KEM+Ymg1IBIU7T5mATiXHoleyvWWUowNentjSSmm6MSV29AUlA8rL\n5+YDkGZQc+uyMsqcRjJMmlRC41nTcvjr5y0EInHm/+5zFpc5yLJoONrvIcOk4fQpWUzLt+A0a8iy\naHAY1Lx7oI+nt3WwqCyNpkEv7kAMq07J4or0b5ARjiHTpOX+s6pQygVWVWVSkWHErFHw4s4O1lRl\ncfncAjLNWjRKOXV9HmYV2ghEYry0q4tbTy4lnhC554N67Ho1bcN+7HoVNr1KsuCxatnf5aK2y0Wa\nUU2/K8gls/KIxMWUKed3Df9SARFFsTf575AgCO8AM4GvFpAeYFQURT/gFwRhC1AN/B8LiCAIVyAN\n2JeKxxrgJ/CdQSIhcqDbRXWumdlF9uN+VuTQc8fqCqpzrKndvFwm5YkLCAx4gjy2qZUHNzRS4jCw\n/ocLU397Xk1u6gP+yq4uPm8cYsQX5ur5RUzNkxaJaXlW1jy8LfU3Zq00oNUo5TQMeBnxhfn5qkr+\n653DGNQKLp2dz7k1uWyoG0iFVmmUcjRKGWatksXlDlQKaQe47mAfe9rHyLPpGPVJIUWj/ggOo7Rr\nvf6lfbSN+Ll+URHPbuugyKHHoFaQplcTjiV4dls7i8vTOdLvYWqy9203qLn3zCpOfXgbBrWCsgwD\n2RYtaoWM/3rncKrlp5LLuHpeoZQHHonz/cXFzCiw8eqeLna1jWLVqVLGgG/v7+Xs6Tkp23idWo43\nHKPPJZ2Kcqw67vvgKEsqMhjyhHhtdzdnTssmx6rlndpentvWzkkVDs6als2ayZk8fMFUmoa8+MNf\nDqTPnJpN85CX8gwjf/uikwlZZhRyGdtbR3j/UD8Ckhfam9+X1Pfv1vby0ZH+VOjTnCI7b+3v5f6z\nqtjcMkxChItn5VGYpuf8J79ALhPY3DzMacmgLJBmaMde/yO9bjzBKOVOI8UOAwd7XCyfkMHNS0vI\nNEv2/HesruSCJ78gEpOK+qoqJ0q5jOsWFnPeEztxmtToVQoaPV4umJFLApG9HWMYNArere1ldVUW\nVTnJlptOyYxCGwqZgIDAqD/C27W9yASB8WCYYoe0QdrUmOrSMz3fRr5dx8Wz8nloY4sUr3ugh3vO\nqOLxZG7IJ0eHKM8wcOHMPOKJBDtaR7ltZTk3vlLL1FwLbyWfv+8a/mkBEQRBD8hEUfQm/78cuPtr\nv7YWeEQQBAWgAmYBf/on110J/BRYJIpi4D+58yfw/xYdo34un5tPx0iA1iEfm5qGybVqJTuPvT0s\nKnNw7YIvTxZiQkrjs+qU2PQqjBoF8YSYykg/hj9/2sShHjfjgQhTci3oVApOrc5ifmkalzy9i0tm\n57Pm4W103L869TdT8yycVp1NWYbUl/YEY8STEaq3nlzGhCwTO1pHmJJn4Wi/lxmFNmKJBJOzLQQi\ncQ52u/jxG4dwBaPMLpIsOBxGNUXpesYCEUSRFIOKZKdhco6Fpy6fzuXP7gEk76i1B/oIxRLcurSE\nI/1eavKtqbYTwHs3zSeeENlQJ3lw2fQq5ibtvReVO1hdlZlK+fNFYkSS1ODHNrWypCKdpy+r4cJZ\neayvG+TTo4PHZWk8dVkN931wlAK71N//1WkT0Shk1Nz7aUpIWdfn5oFzqjFplPzhvCmphXPEF+aF\nnR1cMCMPrepLRbQnFMUViBCJJ3j6cink6661R6jtcjExy0ifK8QDZ09md/sYnzUM0TXmZ33dILct\nLyPHouWq+YUM+8JkWjTsbBslEktw/8cNnFyRzk9XlJFh1rKpcZhy5/Eq/GN4cksb6w72kWXWkGnR\nUpZhkOYfSSV8ulGDWatMufcGo3H63SGm5VvZ2iS19hIiHB3wIhMEPknm0dgMKuYVp1Hb5aLQLpl4\nziiwIYoiaXo1CJJbgUwQuOeMKj6pH2BP+xh9LqnQnzwhg3cyjOxuH2PFRCcFaV+eJrUqOaGoyK2v\nH6As3YBNr+LMKVmSLqjHRTia4POfLOaT+kGumldAdY7lGxqg7wr+lRNIBvBO8gEqgFdEUfxYEITr\nAURRfFwUxaOCIHwMHAISwNOiKB4BEAThVWAxkCYIQg/wS1EUn0FiZqmRWmIAX4iieP3/1Ud3Av+/\n4o293aya5CTTrOVPnzbx/iGpZXXN/EJqCqxUZn5tURBI5UZUZJrIseqYmmdh/tfyD2q7XGxOWmaU\nOAx0jQX4xdo6ihwGTp+SRbnTeFzx2FA3wBNb2tjXOc45yQXVE4qysMzBTSeV4A1FKbj9A0Dygrr7\nvXry7FLux+6OMa5aMA1vKMYPTiphW8sIDf0eXjrUxQ9PLqPfHWTUG+GHJ5emFvozp2Qz4gtTmm5A\npZAxKduEVadCpZARjsXRq+S8f7ifP33azMMXTk0VEFEU+fHfDzK32E7TgI+5RXaGvOHUoPfRz1u4\n4rndXDo7n/q7V6SYUn3J00nveDDVJ880awh/zfJ8co6F16+bA8AfNzRy1fxCLDoVP11ZjlmrJNui\npdxpRCmXsTpp6dI+4ufjIwOM+sI8va2dVZMyjysgswrt3P9RA7EEuIMxNtQNpBxjf3BSCXKZjM6x\nAPf+bR8A59ZIz39ClO53fZ+HLU0jnDMth5UTnXSOBUjTq3g3qcs53OOmrt/LhTO+vaV04cxcFpSm\ncaTXzd++6MRp0pBmUDPrN59x05ISrllQxAeH+vnJ8jIsOhWlGQbSDVIU7ckTMqi9axnjgQgr/ryV\nKTlmIjFJBa+QCWxtHmZqnoU+V4gPjgxy1+pKiRV13yecNTWH5iEvT1wqKRbCsQSTsi18fLgPg0bB\npCwTRWmG1Mzo2HtuQWkaRrWCykwj0/OtROIie9pH6RoLUu40kmvVcvPSslQi4v7uccb8UU6bkv2t\nj/+/O/5pARFFsQ2pHfX17z/+ta9/D/z+W37vwn9w3ZJv+/4JfHdQYNdTnWulOtfKW/t7Ut/XqxW8\nf6ifzU3DPLu9A6texTOX15BmUKNVSu6wrkCUcCxOeYYRmUzgltdqeeiCqYA0KM6xarHqVJSk68ky\na+hzh9jROsINi6W3zd6OMUrSDVh0KuzJpMBFZQ4mZJo40O1Cr5ZOEJfOzSfdqKHj/tUU3P4BSrmM\nt74/lz53kI1HpTaEUibDadZQlW0mzagmWuXksrn5mLVKBj1hfvdRAz9dWY5CLlDbNU5phpEr5xdi\nUCuo63Nz1tQcrko6/N6wWMnvzp6MKML3Fhaj/kpaoCAIHOpx89HhAeKiyLLKDH54clnq5/l2HT3j\nQSw6Vap4gGROCDDwFSFdda6Fu1ZXfuvr4g/H2NU+xjULpTnGt/X7vaEov/u4gdYhPzvbRjllkhOj\nRsHjm1tTrDqAcEza0R+bX22oH2T15ExybVom50jtuQ11A8wssBGMxjGpFVRmmojGEyhkMn7+9mFA\nchRwB6N4glGWVqQTiYssn+Bkf9c46+sHUyehr+Mnfz9EryvIG9fN4e/7esi1aZMn0sxUkuOCUget\nQ16aBr04TRry7V8yrILROGc8uoNsi5b5pQ42NQ7hNGtQyWWoFHIa+r0UpRs40DXOXz5r4ZenTuCC\nGXkc7fdg1CjxhWM4jGrWTM5i1BcmJsK6gwPsapciB0QRPr5Var/mWHVcu6AIjULG3NI0jCoFLcM+\nyp1GPjzcT3mGEVGU2mdlGQaah3z87apZ6FTfPQ+sYzihRD+B/xg5Vh3PbGtncbmDX546kWJHJ55g\nlCKHnmKHnvFAlJ7xAF1jgdSHxKJTQkDaje9pH+O1PZJT7LH5AkjxoMcQjSdIN2kY9IS5eNaXLLyp\nedaUTmN6vpVrX9wLwEUz81hakU73WIB7P6gnEI7RMuzn1MmZdNy/mq7RAHl2HVPu/oT3bpzH3KI0\nKpxGllZmsL9rnHMf30k8IbKozMEdqyu44eX9XDWvkEFPiOv+tp9gUhh415oJXD2/kIlZ5lSaYs94\ngHs+qKMm38ZpU7JTs5ZxfwS9WoFKIeN3Z1dh1iopsOu/YV64ZnIWayZLs4DOUT8jvgjeUBSDWsEv\n1kzAYVSnBuf7OsdoHPBy0az8b7wuOpUcvVqByx/9h8PZMb/koluZaaTIoSfHoiXNqKZz1M/hHjfF\n6Xqe2drO6VOysOtVxOIiBo2CZ6+oQQbctrycl3d1cbTfg02nQqkQODrgR6OU8dEtCxBFkYtm5fHs\n9nZ8oTjZVg3pJqltubQyg+sWSa3NSdlmLkk+hgF3CFcgwh3vHqEq20ymWcOvT5vAx0cGONzj4sq5\n+bgC0oLuD8f5tH6Q9w/2ISI5Ijx4TvVxxQOgdchP15j0HlxSkc6O1lEev2Q644EwOpWC13YHUCV1\nIuvrBjitOos0gxp3MJqa6zQPevnTJ038bFUFvlCMVZOcUoSxSk6GUUM4Gk+2JfvY3iJtbP70aTO/\nPbMKpULG7EI7i0sdOExqyWmhz8Pjm1vRqxXc+e5hcqw67lg94Vtfp//uOFFATuA/xlv7e1h7oJd7\n3pe+Pq8mB5teso1YNSmTJZXpTMmx4A5GUyKwzbedhCq5K39qSxvZFi3pJjVZZm1qcXx6axtdYwE6\nRwPs6xznuoVF/OGTJk6uTE+FBn01qlUURTQKGQlREjbe/X49d66uZMgbZn+Xi4YBaQgMsLV5mGhD\ngo77V3P3e/U8u72dP51XTZZFS3G6gScvnc7Lu7pI0yv586fNXDI7n/IMA3etrSPNoErSc0EuSKK4\nEoch1VZqGvTyg8WlTEp6d4WicXpdQZ7c0sYPFpeQZ9cxPf945fkxNA54ybJoeG13Nza9itf3dCMi\nMrvQzubmIR44p5r6Pg93vHsEdzCacq/9tgIiCALPXjEj9XU4Fk+ps4/BrFVybk0u1/1tPwBnTctm\n2BtmdVUmdoMKpVzGy7u6yLRoObcmB5VCxht7umkbkbQrD184hb0dY2iVChaWOdjfNY5RraQk3UDL\nkI+SdANOs5Ybl5QSSWaq51r1SUq3HlcgwqEeN7VdLlQKgcpME4vL05HJoDBN+r26PjfXLZrLS7u6\neHNfj6TaFyTF+47WESmoasjHudNz8Ifj32jpAbQMS3bwWqWcTLOadT+Yx7bWUe55vx6ABaVpFDkM\ndI8HybNq+dmbB5ldZGdanoVoPEE8IdI85CMhwoEuF/GEyMu7u3AYVIBApdNE9d0bWDHBSVwUef9Q\nPxfPlDY6nWN+Ht/chlYpZ26JnUK7noYBL/NK0lhQmsb3FhZzoHscjeLECeQE/pdBFEXuWF3J2dOy\nGfZFGPaGOdQzzpg/QpZFyyOft5BmUDEtz4pcLiAIAm3DPt4/1M/NSVppRaYRlULGnCJ7yogRJC6+\nNxRDpZDhC8dSA9b1dYPfsDwHacHc8XPJc2rEF8aoUTA1z0K+XU+JQ0+fO8TqKqnnn2fX8dimVq6Y\nV5gaVgtI+dRpBjVv7O3mswbJdPCNfb289f055Nn0jAci/OXCmZRlmPj06ADLJzhT6vRZRXZEUaQy\n04TT9KUp4qbGYa5/aR/VuRby7N/ueXW034NBreDeD+r5+apK7vvwKDqVnOn5Vu5cXUnbsJ+P6ga4\n+dVaVldl8squLkAiDfyf8NimVi6amcspf9mGKIpsv33JcYNai07F1DwrFp0SVyBKKBonHE1wwcwv\nT3lxUSSRSJAQIRRNpIpHsUPP1Dwr6w70Y9IqeWxTK2VOIx/XDfCT7DK2NQ+nhtwmjZIWT4gBTzh1\n6vCEoky5+xMATq3OQibA3o5xxv1RzpyWzYNfyyV5/sqZeENRLn92N/u7XJRlGKlwmggmo5NXVTn5\n1WkTUxuTr2LZBCcf3WIiEImxtWmEs6cZOTrg5ZYlJVw+rxClXGDMH2FHy0jS1kSyhK/INPGH9Q0Y\nNErGAhE+rhtgaWU6Bo2CSqeRbKuWX546ke+9uJcss5bxYASVXM7zV87gjxsaAVhakc6sIju1XePU\n93kw65Qc6nGxrWWEzxttvHHdnH+4ofiu4EQBOYH/CJ2jAc7463ZcgS9zvidnm8m0aFNiOmcy5OfF\nHR3cuKSUhCi1eR74uIGusQDnTM+hfcSforAew/eS1uLPbW9ne8sIFp2KGQVW/hWmd5pBzbnJnv8x\n/UJphpHS5AlkQamDBaXHtAXZTM2zkG5SMynLzLqDfdx9+iTml6Rx5tQcVk5yMjXXij8S4+/Xz2VD\n3QBbmkeo7XTxl40tbLptMbOK7Hx8ZIBfrjvCoCfMQxdM4fQp2Yz5IiREkdtXVZBhUhONJ2ge9CEi\nplpeIOXGu4MRfn3axBRxIBCRolQ/rR/k9xuaOHVyJu8d6uf7i3RcMjsPi1aFUi7w+p4vg6JEUeTG\nV2ppHPSyfEIGn9QPsrU5SURIN/DkllauW3T82DHdqOH+s6p4YnMb4/4Io/4wFz75BWqlDLVCRnWO\nmcXl6SytFNjZOsqSinS2Ng+TZlDjDcU4e3o26+sGaRz0snJSBlfMLUiGhPkY8oQY8ASZkGkmnoB4\nQirWnzcOoZAJXLugkFA0QVW2mXklduKiyNv7e2gc8GLWKjFrlezrHEMmE5hbnIZRo+TU6iz2d7mQ\nCbC5aTiV2dIx4ue57R3IBIEVE51cNCsPdyDKj/9+kNtWlFOZ9Cw7tlgf06oA+MIxrnp+D+fPyOU3\nH0o+buVOI1qltHlpGhxOkiQkzdLHRwbod4fIs+u44eX9TMuzMrc4jSFviLZhP5FoApNGyXk1Obyw\ns5PmQR+lGQa2t0its5PK02ka9DIhy8Tf93Zz1rSc407T3zWcKCAn8B/hi7ZRnr18Bkf63HSO+BGB\nonQdrYN+HAYVZ0/LxqJTsKVxOLXzLEk3UFNg46dvHkIQJMV1tkWLSaPg5V2dnFSeTpZFS58ryHuH\n+giEYkzLs2DWKnnpmlmoFXLe2tfDW/t7GPNHmJZv5TdnVv3D+xiNJ8ix6vCFY4z6wkkr8S9Diabm\nWZmaZ02dRJZPyECtkHHpnAKAlLbFqFEyPd/K9pYRntraxo+WlUkJgMkZxogvnLIe2dEyyu/XN1Jg\n13Owx8WPl5WxrXmEbIuWJ7e0oVbKueOUSvrdQabnS3qDUCRBQ3LhPAaZTCDfrueOUyoxqOVcPb+Q\nSdlmzkzakAQisdTgHqRT2NEBD+FoAoVMIMOkoa5PytmIJUSe297J9xYWs75ukD0dY6ya5KSmwMaK\niU4Wljr4wydNmF1BTq5MZ9AdxqpXYdUqaB32YTeo8YSkk2CBXY/DqOLZbe1MzrXgDUW5dkER319c\ngkYpOfN+enSQP3zSxMQsE3V9HpRygeUTnNy4RE7LoI+2ER+/ObOKxkEv8YRIdtI/y6RRsuLPX8rL\nVHIZ7988n9ZhHz978xAmrZIzpmTRPOjjpiUl5Nm05FolNp0oisTFL5XkHxyW7sfmpiE++/Hif+h6\nLACtw360Kjm5Ni1GtZL8pCAUpNPS4vJ0rltUzJAnjE2vIhCJ0Tbspy0Zybv2QB8/OKmY7vEAm5qG\niCREOkYDzCywoVXKMWkVTMk1U9fnoTrXQr5divp9c1837mA0Jdr8LuJEATmB/wjto37ml6ZxWX4B\nt7xWS/OgD7lMxnM7OplVaONov/Rh2d0+hs2gYlLSG2lGvo13fzCPsgwDrkCU21dVsK9znF1tYxjU\nCuaXpJEQRQ50uVDKZeTZ9Ly2u4urFxSSY9Ux4Amxo3UU4LgF99vw0zcP8XnjEHecUsnUPCv97iAJ\nMUE8IRUHi07FkDfEE5vbkhYbEX7z4VGyrVpyrDrOmZ7DiokZko2HXMb5M3Lxh2OcNTWH+z9u4Iu2\nMeYU25n5FUfdfV3j3HhSCY9uamHFhAwe3NBEgV3HqD9CYZqe7S2jHOh2ce/79UzKNrOtZYTbVpRz\n5bxC9naMsaA0DbNWSbnTyGObWzFrlVh1Kr5oG2NH22jqdooderRKOfecMYmc5AK84daFxEWRrU0j\nrK8bZDwQJceqpa7PwyVz8hjzR7DqlOjVcjzBKAe7Xby2p5sbFhfzzDYppteoltPrCqFWyHAFI5wy\nKYu2ER8NA15quySz7OsWFvFObS9xUWRv5zhGjZKLn95FNJ7g5iUlXL2giEA4xrPbpWtG42Iyi0NO\nvzvIglIHA54Qa2v7KHMaUieydKOGFRMzMKgVdIwGCMfiBCMxrEl6bvOgj/o+D6P+MHOL03intpdr\nFxTy7PYOMoxqdGpFyp3goll5ZJjUvH+ony/aRrHrVeiSljGRWNMpCQsAACAASURBVAJBkDJsjhWK\nCU4Tc4vS0KrkpJvUhKOSu/SETCPNgz5kgsBNr9amnv9Ms4YMk4YCu44LZuRyuNdNJJYgFE0QjsbJ\nMGl4cmsbCpnAGVOzMWtVPL+jg4VlDlyBCJsaB/GHY/wLh+r/1jhRQE7g30bXqB+tQpZiGT10wVR6\nXUH+uKEJtULGoCdElkXLGVOzOdzj5s19PUzKNvPg+kYe3dTC0btX8timVh7a2Jy6piBIBobHisJf\nL57Gm/u6+elbh7luQRH3f9TAjAIrBo2Ct2+YS5pejd2gIhiJp3QLiYTIizs7mFuSRlmGEblMYHGZ\ng3SThs8ahnhwQyMXzszl1d3d/PG8ajzBKGOBCJ2jfmQC3LiklKocMz3jQXrGA3SP+am591MeOHsy\nq6oyUyZ66w71kWPV8uqeTvZ3jbOnfZR8m46SdAMzC23MKrRyuNeBKMLKSU421A3gMKjxhWO0j/gp\nSpPmMn3uEJlmKbXwSK+bxze3Yder6BgNcFp1Fi2DPgLROCIip1ZnE4rFU7qESCyBKxjB+pWYV4Vc\nRueQj/p+D4vK0rhqfgFZZi2nVGVyy2sHeHC9ZAxhUCs4/KvlHOxxs7V5mNtXVkiZIUo5uTYdaoWc\nWCJBjkWLWinNr04qT2flRCeBSBytSkYsIaJRylEntS8Hu13EEiJ/39dDfb+HWYV2LkhqOw4m3Wc7\nRgIMekJ80TbKTa/WkmvVYtXn8/v1DZw1LZt8u471dYNMzDJx5+oJmLQKNEo5v/2ogY+ODND+21MQ\nBIHnt7fTOuxnc9MwrkCMdIOaEV+Yto5xTp38paK9psDG01vbuWvtEQ50S7OHdTfO56rn93DtgiJW\nTnISiSU4a1q21BLc282sQhtymZmEKKJXKwhEEoCYikJ+fHMrwUg86dcWomPEz8RsMwe6XXSMBijL\nMDKz0MawN0wkliAmgEomUN/voWsswLg/wnggAkghY8eC076rOFFATuDfhlWvwheJc//HDZi1Sk6d\nnEX3WIB5JXbSTWoO97iZmG2iazSASaNAqZDxwaF+sixaRBG6xwIpkWGmWUO6SYNBLccViKQKiCAI\nTM+3ce60HGQygdYhH4d73Zw+JZtpSfHW79c34ApEuef0SchkAhc89YXk2qpXEY4lOK06i+2tIxxc\nV0dZhgGrTokhWWw2NQ6z7mBf6jE5jGruWD2BaXlWpuVZGfaGue5ve/GGYqw90MeqqkzOf2InrcN+\nnCYNb35/Duc+1sGYP4pGIePDW+bzyOetfHi4H6tORW2Xi15XkDlFdjyhGKP+CDlWHUUOPWkGFX++\nYAqdo35ah/y8uruL6hwzg54ggwgc7nVLHmPNw9j0KlRyGUPeEHKZjGAkhiAIyAW44aX9XDmvkNWT\nMxnzh1l7oA+TRkEoGufJre3ML0mjbdhHjk1qyZxcmYHDqGZpRToJUUpjPK8mh1tfP0CWWUO/O0RR\nmoGntrTzpwuq2dQ4TJ5Nz8FuN8PeMHq1nPp+D2l6FRVOI+lGNWqFnHA0wX1nTkJAyjMpyzAiIFGF\na7td6FVyjBolh3vdVDhNKOQCa6qcdIwGaBrw8Ob+XmmO4Dmmlvdw4VNfUGDXsem2k/CGYpSkGxBF\nkdvfOsy+rjGWVqTzwDlV7GgZ5fmrZvLQxmae3NKWygwByR+tYcDD/BIH9f0e/OEYD29sSnpTSXTs\nW18/wGcNQ6yaJBWI21aU0+cOYdUpWViaRn2/l2FvmPp+D1PzLKz9wTwUchkdI35+v6ERV1BqZ719\nw1zkMgGVXIYgCHhDUX66soIdrSMY1Aqq8yw4TVoE4NJnd3FSuQOTVs30f0KG+O+OEwXkBP5tGDVK\nNh4doj3JypmWZ2VuSRqxeIJTH9nOrEIbP18lidx+/V4dezrGMaoVPH7pNBQygQFPiIVlDnbcvuQ4\nm4+vYkPdAA+sb6RlyIdGKWP7z5ZgT1qJ9LqCfFovWVLc95UZyJKKdErSDaTpJXFhhlFNQZqOaExE\nJoMpuRZqCqxoVAoCkThLKhycXJmBTa+ia+x4N52j/R72J1s2nzUO4QlFuWJeIUOeEGdOzSbHqpMe\nQ9soyyqdiAgc7HZxsMfNSeVBHEY1Nr2KxkGJRiqKIqdVZ1HbNc75T35BSbqRzU1D5Nkk8eCmpmEa\nBqQY1Se3tNHnDmJQK3jg7Mm8tqeb7rEg3WMBXt/Tza/eq6f2rmW0DvtoHvICmQx6wqyt7eVAj5tf\nnzaBn6+qINOi5eUvOoknRHKsWgrTdNT3e6jv93DyhAxi8QTPbOvArleRZ9ext3OcU6sz8YZj7G0f\n52C3m1uWlnLFc5JVy/ySNA72uFg1ycnzV85gW8sotywtxaJT8urubjY2DKKSy3jqshqcZg3vHexj\ne4vUdrtibiGfHh3i7/u68YZiTM+3crDHjTsYZWquhaZBLxatNDvTqRQ4zZrUCabIISUkikhZ7yIi\n4ZhI27CfvZ3j6NUK/uuUSm5eWpqaS4GkD9p75zLaR3ypudQru7uPy7L/3dmTUcllVN+9AblMYEP9\nIN5QlHy7HptOxaQsEwVpem58pZbDvW6++PlSXt/bxa62MRoGvEzLs3LNgsLjhJ8g+awNesJkGNX8\n6r16rl1QxJxiO09taeO+M6qQyQQO97hSPmbfVZwoICfwb6N7LMCyCRmcPS2HTY1DjHjD/OaDet7c\n38vJlemM+yOp382z6dnTMY43HCPfpuOe0yelWFBf/9CBlLGukMvINGuZW2RnXrEdp0lzHFOlvs/D\nL9fVMbvIRjwhpn52/aJiPm8Y4ncfNxBLiHxw83zUCjmPb27l/o8aWDXJSaHDwMOftaSudcnsfJZU\nZKS+9oSirDvQx6AnxPk1uby+V1pwartcXDpb0ly4A1IgVqHDwP1nT07RYyfnWGgY8NI5FiDPpsWo\nlZg7507PYXq+jZ1tI2xuGiYaFyl2GPj7dXOZkGXiquf3sLa2F41CzuamYba3jqJXK+gZD3Io2QI8\nZ3oOh3vdnDJJSirUqeU8ctFUDGpl8nmWWmgLy9O5YGZeSvdR2zXOqC9CXZ90nfFAFFny/splApfM\nyuPGJaWMByKsemgrSrlkLmk3qHnvpvkkEiJ3rq7kYLeLdIOK6myT9LggZRsDsL9rHE8oSjiWYHaR\nnT0dY8QTkphQr5IGyVqVjEBE2vkX2PVUZZv5/uJifrWujl+/V8+p1Zm8d7CfOUV27jljEoFIjFAk\nltxEyFl7oJetzSNU55j50fJySN6HtmEfRQ7DN2zxjz3GzxuGOaVKCsQqSTeglAup1/KYgPX9m+bz\nl43N1Pe5k7nyboKROLk2HZfOzmfVJCffW1DEtuZhEKXkxim5Fm5eWoonGD3uNmPxBJsbh7nmxb08\ncM5kLpyZl8pgicQT+CMxrpxXeNzz913FiQJyAv82Wod9HOl1s6wynae2tpFmUHNadRZj/gjjgSif\nNwzxm7Oq0KsVXDw7D1cgQpnTSLpRQ7/nmwFTbcM+jvZ7GQ9EePdADz9bWcmMAhtmrZIlf9gkZXhM\nyMCS7PdPzz8+s+Jwj5sBT4jCND397iDzS9Ik7UnS9fBYFGw0LqYEhXKZQL5dR9uwn5ahVmYX2Zmc\nY2HUF+HOd49g16t46ZpZmLQKFpWlM6/kS7dhhVzyMRr1R7hybgGuYJQMk4Yr5hZw9fxC0gwq6vo8\nyGWwuiozeRteyjKM5Fp1aJRyKjNN3PJ6LSsmOnGa1NT1uil06PGH4yytSKc610x1roVQMqr1WP20\n6lVU55ppHfIRjiUoSpMWQLVCRqZFy8qJTtQKeUqUKRcE1h3s494zJmHSSGr4F3Z2suj3n/PM5TXc\nltTfaFVaDv5yOcBx4sRNTUPIBPjJinK6RwPEEgkmZpv5yRsHeeKymhRl+7YVX+p4AOYl51BqhZSf\nMuILM68kjR8tK2fUFwZBGpoDPHbJdPzhWEondKwNdfmzuzFrlexoHaXYoWfIG+ZIrwtNUu/RPRbg\nmmSc8LULixjxhY+jSL+xp5v9XeOkG9XMKrKxp2OMMV+U/DQtj37ewg9O+pLWXN/v4S8XTuW3Hx5l\n0BNkb2cAmSAx+Soyjdz34VHUChkNA97U31TnmKnKNnPza7U033dK6vsv7OxkZoGNs6ZmkWXWHGcl\n89Xb/J+AEwXkBP5tNAx42dE6yowCm5RfMSufidlmHljfSKZJw4wCGy3DXqpzpHnCM19RRf9oWdk3\nrtc27OezowPsaBtj0BPidx818MZ1c8iz69h317Lj2FaiKMXJ/vq0iejUch7b1MLpU7KpzDSikMvI\nsWr5pH6Q9XUDDHlD5Fh1qOQCZRkGLp6VR7ZFw3VJj6ifn1LJ/s4xOkYDbGke5t3aXi6dU0CxQ08w\nEkenkpNj1fHLdUcoSTekBtg6lRylXMawN8zfdnay9mAf626ch9OsQRRFPqkfZNQX5qGNLYRicU4q\nT+fO1ZXYDWo+vnVhSvB2/oxc0o1q9naOc9ncAoxqBQd73CytTEenUvDKri7cwQgHf7Gc8UCY5ROd\njHjD3HP6JE75i2Rl/9eLp5Fp0aKQy/jhyWXc9GotLUM+bl5ayurJkhvA09vaaRzw8m5tL386fwr7\nOsYREanr86SEmfGEmNrJy2UC339pH9uaR1g5ycn0fAvNg75UANg7tT1okt5WxwpIIiHiDccQRRGL\nTsWv1tVRlW3mjb1drKnORqOQkWWR7NePeVh9FXq1AkEQEEXpZNo86MVhVFNg1yOK0uC/KE3PmVNz\n2Nc1zoA7RK8rSMdoAINGwc7WET48PMBfLpyCRikta3s6xmgd9mHUKBj1RbhteTnd40He2t9D8+A4\nc367kcXlDn571mTOq8mlfcTPCzs7USlkLCx1kBBFRFHEqFFy2pQsfKEY2RYtmRYNoUgCk1ZBNCHR\nqOr63KnidXWSXr2oPJ1LntnNxCwTr31vdspF4X8SThSQE/i3IQArJzrRqeQIgpTH/V4yFtWiV7Kz\nbZTaThfVOdJJQRRFfOEYxmSAFEDHaIBfrD2SpKCKFKcbWFmVydQ8K09vbWdf1ziZZg33vn+UuSV2\nitL0vLyrC33SrG/tgV4O9bh5+vIanCYNL+7sYEGZg0yzhtvePEiF08RYcnB9wcw8zp+Rh0ohIxZP\n8Oa+HryhGFkWDc9u76BzNIBSJrBsYgb+UIw3rpuDLTmIP2daDi/s6GBD/SA94wEGPWGyLBruXF3J\n7vYxlk3M4NQpmXzeOJRqhd39fn2K/28UFRzsdvHLdXU8ctE0vqoZ63UFCUXjOE0a7AYVf9zQyHuH\n+ilK0+MwqnlxZwdOs4YKp4leV4A735Xidt+4bjbXLiikbcSfsogBSTsinRBMWJLCt1kFNhrvWclT\nW9sIROPc9Gotb98wl5++eYjG5G56Z+soGqWMzxuHmFuUxuxiO6dPyeKjIwN4wzFiCZHarvFUAYnH\nRWYX27nq+T14QlG8oRjXLyzm/o8bWF2VyaMXT0sZMp49PYdYPEHXWICdLSNsahzCplejlEtPRJZF\nS7ZFSyASQyGTcWp1FlPzLFz/0j5ah/389qwqXtjRgT8SRy4TkMkEvEHJYy0YjbNmciY7WkfoGdMx\n6A0RjYtolHD183vwR2LUFFhJM0jPZVVONfd/1IBJq8BmUNHvDtEzHuSPnzQhFwQqM42cXJmOXCag\nkMuQCwKBiORA3Dce5JLZ+VTnWvjbzg72dIzzTm0vk7LNROMiFz+9i2vmF3Ljki/Du/Z1jkPys/I/\nsXjAiQJyAv8m1tb20jUW4EifG4VMQKOQs75+IKURALhibj4NA16ufmEP3WMB9GoFc4vt3Laigl+u\nq+OyOfns73KxtXmEdKOam5aUsLt9jD0dLhxGDY0DHiZkSXGus4tt/PXzVh6/dDoPnltNQhR5bXc3\nlU4Th3rc6FUKZDKBZROdZJo0yGQCtXctP86SXPmVwapCLmPFJCfbm0fY0TxCqcNAicPAoV43AgI2\ngzSA7xjxc9ZjO/CFY8wqtFKda5FEbxYtIiIzCmxEkr1ubzjGgxsa2XvHydgNauaXpPH63m7Ompot\nMaO0ShQyge0tw1z1/F7+cF41C0ol5+Blf9qMRinntuXltAz78YVjPLW1jaWVGTx1WQ1dYwEufnoX\nd3/FIXdr8whymYyNR4eQywTsehWTk8PYY6ckgE/rB/n+y/uQCQKPXjSNxeUOwtE44/4Ij10yjQyj\nhkRCxB2MolNp+MvGFp7Y3Ebdr1cwJVcaDjuMao72e1JRxQDn1OTS0O+hccCDQi6TrFBiMa6Ym8+Z\nU79pS66Qy/j4yAB9riA5Vg197iCfNwyhkMtwmjTctaaSC5/axXk1OaQb1RzsdjGnOI0ih54hT4g/\nnTeFuCjNumw6FbOLbDQOeFlSmc6KiRmAwKgvTJ87hEImvdZZFi3D3jBpBnVKx/Pqri4OdLvwR2LM\nL05j5UQn6SY1+zqleU2WRcOwN0xcFIknpI1SWYaBzlE/aQYVg54QsXgCo0bJzEIrc4vt5Nl0PHXZ\ndHrHgxzpddMz7uft/X2cMz2HGXkWLpmdT94/EDH+T8CJAnIC/xaGvGFqu1xcPqcAg0Zq5bxT28vd\np08kFI1T1+chFE2wpCKdsgwjnWMBfv72IdYd6GNZZQYTs6SFvzhJZw1G48mhrQqlIsbre7p47sqZ\nqds7vyaPfZ3jRGIJ9Mkh6bULi1h3sI8+dxCtKtnvRxLxzSiwHVc8vg23Li2lfdiPzahmS9MIC0rT\neOiCKShkAmlJpfq7B3o5qdyBQibjewsLKf6KB1evK8jc+z9DpZBx5Zw8ZIKUnf72/l42NgwyvySN\nP58/BZ1STiAi5YO8ub+XwjQ9SyvTuenVWrItWrb9bAlV2Wa2NY+gVysIRuOEogluXlpKkUPykmpJ\n6gS2t46kbv/57R3ctlIaIkdjCQa90lzp2C7+mEjuzX09CAiEYwkyzBrG/BFOTdqS1xTY+MW6I/zg\npBJWTnIiiiJ2vYpRf4Q/f9qENxQjGk/w263t3H3aRBaXp7Pqoa3IZSAXBMqdRt7c10PtL5ZzxqPb\nGfWH2dk6liJIBCNxGgY8lGYYUStkNA56WTHRyau7u5iQZWLUH+FHy8q4ZkERO1pGOKncwSWz87nq\n+b1UZBpxByIc7pXeSy/u7GTUH2H5hAzkMoGPjgxw89JS+lzB5HxDymm5Yp7UOnrg44ZkCzPMx3UD\nALx1/Rx+/X49G3+8iDS9il+/X49Nr0KjlDHuj9A+6qdj1E9JuvG4U+I1C4r4w4ZGNtQPHvce+uzH\ni3jksxbWHezDH4nTNepnPBBlYpaJw71uLp2dj92opjTd8J0Ni/pXcKKAnMC/hT0dY2RbtcQSIj9/\n+wjnz8hhe8somWYtOpWcdQf7OGNKFj2uAJWZJi5/djcrJmawo2WU6lwL1bkWwrEEcpnAwxdO5dlt\n7QQiMZ7f0YlVp+TsacczU7QqOXW9Hra3jDCz0EbnqJ8PDw+QYVIz6otw7wf11Pd5CETinFadhVWn\npCTdiDsYxaRRpD688YRIOBZHp5JyQvrcQdzBKPefVcWCJKWzrs/N7W8f4g/nTeHWk785qxn3R6jv\n92DSSB+b82fkEo6Dw6DiiUunM7vQzrULv7SlaOj3MOILc8XycpZNdFKdY6F5yMuHhwfoGQ+yvm6A\nsnQjva4g+XYdveMS/fevm1pYMSGTafkWpuRYsOlVZFm0ZJgkD6oyp5EKp5F7zphETZ6ViqSm5qy/\n7uDaBUVsbBhkf6eLykwjPzy5FJtBRZ5Nx4oJGSjkAmVOEx8e7qfQLqXo5dv1CILApXPyEUXJcNKk\nUTDkDjE93yoJK8cC2PRKjBoFNr0Kk0bJhTPz2Nw0xOVz8jnQ7UKrlOMJSYykhgEPZ/51B4tKHdy+\nqhwxIdIx6qc618KYL8TMAht7O8e5er6IPyK5FvvDMdzBCD88uYwpuRZ8oRjjgTCLH9xMmkHN1fML\nJXPJIwMMe8NEYyLNwz5e3NnFoxdP40ivm7f399I+4kOnkvPm9XMoTNNz06u1PPJ5C+fX5PLctnY+\nPNzPSRXpiCJMyDSztXmEcX+U82pyeeSzFur7PZQ7jYii5Iv1VZff5vtWoZTLONDt4qMjA9QUWMkw\nqsmzailyGLh4dgFXzpfeA3NLHP+3Pnb/bXGigJzAvwxRFNnXOU6aQZ3K9zhGI93bMcam207irjUT\n+PSo1NKSywTuO3Mic4vTsGhVCIKALxzjlldr+dVpEylONxCNizz8WSvVOWZkMoE713wzF+HO1ZXU\ndrm44rndFDukWcgjF04jGo8TjQnk27QUpBlYXO5IDYV/+PoBfrSslGhcZO2BPj443M8Ni4u5cl4h\ngiBw6uQsHvm8hUO9bmYV2Wkd9rHx6BAb6oeo7/ccx+YRRZGECFe9sIej/R5+depEPrx5PjaD+hv3\n9avIt+vZ3+Xii7YxbjlZ6o0fC5jKtmh5+LNmyjOMaJVy1h3oQxThsYun4Q/HCIZj9LmCNA16+c0Z\nk+gYC/Dn86cwu8iOIAi8ta+Hc6fn8MGhfgodejRKyU1Yo5STbtQw6g+zqSmENxTjYI8LjVLGQxtb\nuHZBIROyTEzIMtHvDmLRSieuQCSWWtSrskxkW3UMekLcsbYOi1ZJhlnDT1dU0Dbs49FNrcwtshOI\nxHl2WzvlThM720YxaaVh9YgvnNLVHB3wkGZQMzXPQn2/lzlFdpQyeGW3FEA25e5PUMoFLpyZR4XT\nyBVzC1Ak2XVmnRJvOMrkHDMLStOYVWRHnZz5DHtDaJQywtEE2VYtrkCE7rFAyj4FpDnb1DwrwUgc\nq16FTiUN/gvTDCjlMowaBS1DPorSJFuYfLseXzhGXZ/kkHzMZeRYXK5MgCe3tLK6Kot+V5B7z5jE\n2dNziMQSNA95j3vP/G/BiQJyAv8y9nSMccHMXPzhOGatgkVlDjJMaq6eV8CwT9J+KOUyVk3K4rlt\nnczd8hm/O7uKw70eZECmRcv0fImVFYzE+biun9J0A1tbRphXYuft/b0c7nFTmmFIsXsAllRmoFUp\nqO/3YDeoWVTmYE/nGGkGKWd7822L0ark7GgZ5Sd/P8gtS0v568XT2NI0zPeSUasAfa5g6v/HqJWD\n7hDT7/kEb1iyBq9wGll3oI9KpwmZTOCjw/38fn0j1y8qZtUkJ7VdUtrhMfbN/wlalZyyDCMfHO7j\nyvkF7GkfIyFKuSlZFi05Fi2+cIxza3J56NMm/OEY5zy+k4VlDn592kSGPCHmFqfhDkWpzDIdF5ZU\n4TTy/sFeOseCHOuQvHTNLABWT87kJ8vLeae2h3hCZPXkTDRKBXq1IvU6AWSavxRxrjvQx+3J9ECr\nTsXUuJgSeWaYNfS5QmyoH0CrVDCjwEq2Tcsf1jdxanUmveNBLpqZz8xCG+0jfn61ro5LZufxX6dU\nIEPKIXcHY+TadOxsGyUuJrhopuRVtXpyJu/s7yXLosWikzzTGgY8PLe9nXSThsvnFvDYJdPxhaK8\nd7CPWDzBJbPyKE9aqm9sGOK/TpFEqxWZJi6cmUfbsKQbcQciKar3kop0fvtRAxfOzOPTo4MkEGkc\n9BKOJphVZCOefDlvXlrKpbPzUciF1OA7kjTbVClkrD3QR3mGibFAhCO9bs6eLmWl/G8sHnCigJzA\nv4g+V5CLntqF3aBi0BNmQWkao74I80vSUMpleENREgmR9w71cfqUbBaVO+h1BdnSNMIHh/uZni/Z\ng7x09Ux6XEGe2dbOxqNDOIxqLp+Tj06lYGGpg9Mf3cYr185OOeEew5xiO1ubhzlrag5Ok4YntrRx\nXk0O1blmXtvdRfd4kB8vK+P1Pd0c7HaxpjqLhWUOrp5fyKdHB5lZYOP2VZW4A1Heru1hf5eLhaVS\nCl2508iKiU6ODniYV5zGonIHsYSISpbMMRnx8/KuTu49cxIAb+3r5s+fNvHpjxb90/72rAJJcT3m\nDVOWYcAXjnPfmVVc9sxunu1zE0+I/PG8ag52uzBolEzMNtE27OO57e3ctWZCSij5derrxGwzD25o\n5PPGYX68vBx3IMofPmlker6VNZOzCERi3LW2jmUTMijPMPLwZy18b2ERnlD0OMrpMSwsc/CbM6uo\nKbBSnKZHLpfx0hed1ORbGfKEaBr0srt9jD5XiO23L2FL0zBGjRy1Uk4knuDs6dm8f6ifZ7a1E4kl\nuHJeAS/s6OSla2ZJeetb22gbkU4l1TlmDva4mVlg45aTyzg64CWaEHljbzdKuYz6fi/vHpBsZioz\njby4s5MKp5FXd3dT7NDTOiw5IJxbk8ugJ8TGo4NsPDpErk3Hb8+q4lCPi/YRP4GwpKG5cUkJWRYt\nP15ehlou47XvzeZQr5vSdIPkxKuUU9vt4ou20W+870CibT9zeQ02vYoCuw6rXkqG3P8V4sj/Vpwo\nICfwL6G2c5zqHBPnz8ynY8SPQi7jhR0dvLK7i1WTMjna76HPLe2Yw7E4c4vtrJmcyfq6gWT4kcje\nDhcfH+nnzGm5iAmRX58+EZ1STk2BjZV/3sJ1C4u4a00lhQ4DA+4QHx3ppyrbTE2B5Hb705UV9LuD\n1Pd5yLdpGfGFeXxzG2smZ5Jv16FXKbh2YWGKTqtRyrlrzQRuXVpKnzvIz946xHsH+1IzmCvnFfCz\n3Ary7LpvJPYdw0kVDsxaJQ0DXhr6vfzlgilUZUsBUf/KcHR2sY320QCPbmrl7/t6mFNkpyLTyM6v\nOOv++dNmrphXyA0nlWBQKwjH4ryyqwt/OIYrEOW2Nw8yvySNK+YWYtZ9SQcd8IT560XTAElB/+LO\nTl7c2cnMQkmEWezQ4w/HcCYH6Id63OzpGKPArk8VkGPK/yyLlotm5dEy5KPPHaJ50Mee9jFMWskZ\n98ND/ShkAisn/X/tnXd0HNX5sJ+7XdoiaVVXvVvFtmRLlnu3AduA6S0U00kIBEjyURKSwC+FEBIC\nCQkhEFroLUAoNsa923KTm4rVu1ZdK+1qy3x/zGot2QJMybOpDQAAIABJREFUsWPDPOfs2dmZOzPv\n3J2dd+99WzRL/7qBMTFmrp2ewnt7Gilr6aO+c2BYkkHweOUiVgD/3dPI3Kxo3p2fwUf7mxkY9LKn\nvhu/wxQPnJvLyoMt3P1WCd+bnDgi7sfl9mEN1tHa48Ji0BASpOWKyYmEBWtxe308fFEeTreX2ZmR\ngYwE4+NDybHJhvpbXiym3eGiMCmMiUlhON2ycf/5TTWUNMgKPMZiYP3dc3lhc82oCuSeRVnk2Cwj\nvm85V1vYF37/33YUBaJwXHx6qBW1Ws2ZuTFsKLcTZpSrq5n1av69pYYHzs0N/Euutjs4/2+biLEY\n2HKfXCnw3d0NfLy/mWybmUiznty4ECKMOpb4s6emRBgJ1qlZcaCFTw7sxd7n4qyxNuaMGWlncHsk\nnvanHt99UR5v72zA6fayo7qTf66rYkyMmbljogI/9l++t49tVZ10OFz0OT2ohGDR2BjqOwd4cXMN\nj16az7aqdnJiQwKpMD7Y20RcmJyqQq9R8+DSXA429bBifzMXFiSQEmlkR3UHu2q7uHFWKm6vj4NN\nPRTXdFJc08m101MCD5f4MCNry9q4cnIiszIjyYwyjnArBjmdxpvF9YGqjHqNmmv9HkUhQVqCdRqu\nnZ5CsN9IPVTn/PcXjqPDnzbGO2xKrc/pwRYSxINLx+L2+qjvHOCJyyfw2KdlaFWCB98/wLl5sdz3\nTgkHGnv4+I5ZgX1/+d6+QEGnFQdamJJqpcMxyAf75CSRc7OiWDzORm1HP5cUJvDICjnDb1P3wIiK\ngEPTPgC3+StQXvbUZpq6nUxPk72mhh74Jr1cFlcICDfqsAxTIE63l0cuzkOvUQXSsR+NQaum1+kO\nTDl5fXIw50MfH8Lrk6jvHCAxLJjNh9tZebCVH83PINEaRLhRR35CKBMSw9CoBJ2OwRGpcYb4rk5P\nHQ+KAlE4Lv54SR5ur4RPksj1J5grSApjd20Xnf2DhJv0rDzQQphRS3qkmXPybCNyXU3zPzQ2V3Zg\n2VjF5UWJVLU7Att/ND+DdoeLPXXdpEQY+dv3JuLy+GjrcxHi0GL1u9cmWIOI8KfvPtDYw/8tHUtT\n9wAVrQ7+eEleoDaGXHvbJE/bDJSxYr+D35w/jnnZUXi8EkW/Wcnhtj5+8Z99vLStlmlp4bxwXRFC\nCOZnRwVsMBWtvfzo1d0ALBkfQ7W9D4/Xx9i4kEBW4A3ldq59bnvgWq4YVhY2M9qMVi2QgBeuK+LK\np7eSEW0a0bdqlSAhLJhbX97JHy/OG2H/EULwwLm5/GVVeSCQctt98xFCMD7+SCK+0GAtPz1zDDr/\naGJtWRtPrK6goXOAOxdkkBxp5L4lOQRp5XxbOrWKny/JASQcLk/ARVrOFCDItVn47fnjeOjjQ6wp\na+P8CXH86ZJ8QHZjPuvP63hw6VhybBZae52EButo99tX/nDReMbHjUwSeNaf15EbZ6F/0IsQEiFB\nWh5cKk8Jtva6SI008uOFmRQkWWnrc5EWacSk12A16UcUARtweZCAR1eWcePMVDYdbqekoZv4UAMT\nEsNYX25Hr1VxVq6NmvZ+LpwYh9tr561dDczKjKC2o5+99V1EmvXctTCZ5IgjdqVz8mx0+e9lheND\nUSAKx8XNLxazbFoy09IjAj86nVrF5GFD/sxoM3qtigG3F4NGRZ/Tw87aTkx6DYnWYB6+cDxJ4cE8\nufYwS/PjmJ4WQXmL7Naq0wg+LGnmoQvGseQvG4gw6Xl/byPZMWa+Pyc9oECEEDx9TSHd/YO8ur2O\nP1+azxOrK3h/byO/OCcHp9vLe7sb6XN5SPNPhdV39lN8/8IRD+ZZmZGsOtRKr8uD1yexvtzOrrou\nJiaGodeoeH1HHWeNjSEt0iTnYepx0u/y8tLWWgqTrRQmW1l5oIUEa3BAkQBcODGeSruDaemywtRp\nVGRGm9nX2APIc/rdRyXfCzfquHpqEm/ubKDH6R4hJ0ByhOxmGxKkJSXCyFvF9VxYEM+NLxTz2GX5\nGPUaQoN1WI069tTJRv7ZmZEE69Rc/KT8r/9gUy/mIA03zkjh0qe2cPb4WL739BY6+93cuSCTHy3I\nYFdtJ3e8tpumLicf3zGT9CgzYcE6JOmIJ9LqQ638+oMD3DI7FSSJohQr9yzK4t9bari8KJGl+XGE\nBWvRHDXKGj7Kae52EqzTkOaPdRlKcjg8ivvcvNgR+/t8Eq9sr2VyipXt1Z3cfVYW68vt3PGarNzP\nHm/jgf8eRAC3z0/3VxfU4PL46BnwMD09nHlZUTxw7li8Ph8rD7RQ0tAduJdL6rsZF6+MNL4sigJR\n+EIkSWJdeRs3+WMc6jv7iTTr+XhfM3/6pIxpaeH8+rxxHGjqpiDJyqOflvFGcQNTUq1c8LdNALx6\n0xRSIo18XNLE6tI27H1yedC/rKpgX2M3189IYcDtpbi2k1+ek0NBYiiH2/pYcaCFcJOeicPmmyvb\n+vjxG3uQJLkGeoI1iK5+Ny9uribCpCcj2kS+PzJ7YmIYjxz1rx5gaX4sqw61+kvdwsKc6EDEsBCC\n2g4Haw61cW5+LM9cMwlLkJafvVNCYXIYDZ39WIK0ZESZ2O+PGfjpmWNICg9m7pgoXh1Wqxzgxpmp\nASVzy+w0NGo5MjrcqCPbZkFCYs6YKOYOywp8NFdPSaK0qYfNlR2kRBi5sCCeW+emMeD2BkYP26s7\neHtnAw8uHYtOo2JvfTcg55n62xq5uuH8rCjOyYvFbFDT6a9n39wje6eZ9Bq6HG4WZEexp66bKIuB\npfmxTEsLp7Gzn6fXV5IaYUSjko/d3j/ID+akoVWriAkxYNTLnl59Lg9elxedRkVJQydFKRHUdfTT\n2DVAZ7+bsXEWfnLmGNxeH1q1KqBsh2Pvc2HUqbH3DdLS42R7dSc7qjt4+ONS+gc9nD8hjrFxIQgB\nqRHGwHcXrFPT2DWAEILfXzSe5PBgHr00f8S0ocfr4+bZaSNsGory+GooCkThC+l1enjiiolk2SwA\nrCuz8+r2WnJjLdS098sPmK6BgBG03+8SO1SbYWZGBIlhwdR3DbBsegpLJ8QFfvAPXzQ+8HC3Buv4\nw/JSnr6mkAv+vol5WVHctziLiybG43R7A+2mp0egFgKPJLHqUAvLpidz3+Is3tnVwKHmXn5z/jgm\n+B/YQogR7q9DLMyJZmychcmp4dx/dg7pR0UMWwxa7n5rL7My5BFXfWc/PQNuoswmpqdHMuV3n/LE\nFRMC8TDDs6xeNz15xLm0ahURJi2bKuxYTTqyYiw8uHTsMXPtw5EkCa9PCvyTj7cGc8/ibFp6nIG0\nIi9vreWGmalE+KdcrP5sxZ39g0RbDPjTTRFl0ZMZY6bP6SY10sT9S7Jp6Brg9vnphBt1TPI7KaRH\nmdj9yzNY8vh6PtzXRHSIniCthoKkMLn6oFZDfkIoT11dIJd+NR/xDCtr6eNPn5Ty6rY6pqRakSTZ\nFtHhGOSZZaGsK2/D3ivXjt9e1U6oUceg35lhKGhTkiTe3tnAhQXx3Pd2CVPSwnnw/QMj+iVIq0aj\nkgP5pqSGs+9XZ2LUa6jrcFCQFEZzzxEby+JxtlH79ujRkcJXR1EgCl/IXa/voc/lYV1ZGw8sHUuW\nzYxJr2FLZQcAdyzIJNpiYNf9Cxn0+vjhy3Lt6OE/1NiwIDRqQU27A1toUEAZDB8ZzM+Ooqbdwd76\nLmJDgtjXINtDFjy6jh/Nz+CaackARFsM/OSMTPrdXoqrO9le1ckNM5OxGDSkRZkZHxfCRyVN7Gvs\n5idnjBmhGCRJYnddF+/taeTv3ysg4TPyFJ2Va+P17XW8XlzHTbPSiA8L5j5/XYxgvZqnrykkPyE0\nkGJ+OEd7Z9lCDby+o4GnN1RyxeREksONx4yIQJ7KeaO4nh3Vneys7eTOBRmcnReLvddFRrSZbJuF\nbL8SB7hpVioZ0UdSrFxcmMD09IiAkf28CXHMz44mNjSIs4eVejX6s/6qhZyefGl+XEButZCnmwbd\nXjRqFSqVYNDjQ5JgblYUXp/E//33AD+YmxZQIJIkUVzdQbTFwJm5MaRFGflwbzNeSWJ/Yzcr9jez\nraods0HLy9tqmZ4ezvkT4tnXINfcGGJ7dQf2PhfFNR109bsJMWgZE23GZNCweJyNSclhZNssFNd0\nkhppDFwLQILVSIL12D8KCicWRYEofC5urw97n4vfnj+WzGgzPp9EeWsf189IYntVF26fRLTf+0ql\nEqh88j/emRkRxFgMRJn1AU+hfY3dtPa6AiOZo1EJwes76nG6vfxsSTb3v7ufyjYHk5LDsPe5ePST\nMu5cmElJfTf7m3p4f08TIBuh7X0unllWyLu7G7nj1d209bm4dloyjkEvJr2GDscgb++sZ39jN1sr\nOzgnLxaN+rNHAInhwaz88ZwR6/qcHq6YnMQPXirmw5JmHrk477iKAg2Vyb1mWlJAufh8Eq29LmJC\nDLi9PrZXdZAcYeShjw4F9rv/3f2EBGvZW9c9aoT+cOUBctqNMTFH1oUG60ZVcCCPwBbmjD5lVlzT\nQVxoMDEhBjZWyB53T62tDMRmADR1O3nlpikAeHwSGw8fcUvWqAS5cSGMjbUQEqSlrKWXs3JtZNss\n9Lu8uH0S68rkcr3hpiPyfXqolX9tqOLOhZkMen1o1ILLixLIiDYzfdg012iutgr/GxQFovC5uDw+\n5oyJJCnciEatYn9jN3e/uZfrZyTzzIZqZmaMnL9edagNn09i8+F21vvsnJsXyycHWnhy7WFae1wM\ner3k2Cz8fc1hCpLCuGHmkdxRGrWK2+dn8P6eRiYlW1lx50z+u6eJCJOOeKuR//prmOfYzBQlW1lT\n2kZGlIl5WVF8tK+JDeV2nttYzazMCG6bl4EtxBB4YB9q7mFXXRdXFCXyx4vzUamO5MjaW98VcHcd\nqhzn80mBNkMMOQxcPyOVZdNSyEv4cvPmw0cmvU4Pix5bx877F6JVq6hqlw3vszMjSbQGU5gsK534\nsCDOzTuS4bakoYt3djayND+WKIvs+dY1MMgP52Ycd9K+9j65xndhkpx48vlN1ZyRE43NH3n+ZnE9\nZ4+PJSbEEHhwD00Dbv/ZAuY+sgaT4cijo7vfzeQUK2aDBpUQDAx6MOjUfFDSRFe/m1WHWnn7+1P5\n6Zt72F7diUGrIjRIx8KcaJq6ndz95l4Kk8Pwen34JNmL7YO9TXT3u7lictII92CFU4vjUiBCiGqg\nF/ACHkmSCkdpMwf4M6AF7JIkzfav/xdwNtAqSdLYYe2twGtAMlANXCJJUudXvxSFE8FT6yqpaO3F\nqNdQZXfwyrZaLAbZWBqsU1Pknz8foqt/kCCdmpV3zeaZDVV4fT4G3PI0xZvFdfQ4PUxKtvLRvmYG\nPb4RCgRgY4Wd6ekRvL2rgeZuJy9uqWHT3XOJDgki0RrM7rou8hNCuWpqMmeOjSHKbKC+s5/qdgf7\nG3u4cnIia8vtbD7czqMry3ju2kmkR5mZlhYRcCUe4nBbH+XNffy/t/Zw9vhYylp66Rlws6Wyg+La\nTpbfMSvg/TWcoRiPspZeQoO1I2wBo+H2+mjoHAh4/DjdXvrdHpLCjTT3OLGFBDHfb0B//rqiUY/x\n2vZaUiNNON1eMqKNBOlUGDQqVh5sZWysheZuZ0ABON1y7QytWkVT9wDfe3orsSEGbp+fSVGKlS2V\nHdz68k6W3zGLMTFmvD6JQ829gf1/d8H4Y85/58JMHvu0nHaHHNA3Pe3IKEBCTnve2OWktLUXq1GH\nXqtmQkIo3f5qjV0DbiL8aWgGBr2oVJAWaeRXfhvH+vI2lk6I4/JJCXxyoBmPV2J1aStLxtsUt9pT\nmC8zApkrSZJ9tA1CiFDgb8BZkiTVCiGihm1+Dvgr8MJRu90DfCpJ0kNCiHv8n+/+EvIonAQ6HYOE\nBuvYUG5Hq5HjFW6encatc9O5bV5GwL1ziAG3l7313by7ux6vJE/TgOz54vL4CA3WsnhsDD/Ta7A7\nBlm+v5kzc2MC+2s1Kh78r/xQuf/sbATwzu5GFo2NYU1pG+vK2gIVDqPMBjZV2PnV+/tp6BwgI9rM\nS9dP5rnNNfz4jT0AbKvqID3KjNPtZWDQy976Lh76uBSn20ukSc+26g5mZ0YiIfHGLVNZ+Og6Klrl\nFOr/2dXAdf7qckfj8nh5a2c9100fffsQqw61cPsruzEbNDx9TSF3v7XXX6hIjp5u7pYVSEzIsUpo\n+CjoksIEhJArBX60r5mbZ6Vy7+Jsbp+fwXMbq6npcAQUwHObqsmNtTAzI9JfadCBWa8hxa/Aoix6\nIkw6HIOys0OwTk3NsJicuo5+gnTqgHF+OA2dAzR2O1EPs28dbOrh5a21xIQEccXkBPY19PhTkNRi\n73Nh1mt47LJ8nt9UQ2lzL7ZQAyathunp4dy1MBONWmCzBLGtup0V+2WvuxtnpRJu0tLr9CgK5BTm\nm5rCugJ4W5KkWgBJklqHNkiStE4IkTzKPkuBOf7l54E1KArklKO4ppO6zn5e2VqLhDy//ctzc/nn\nusPMy44O+PKDPE00Pyuapq4BWnsH0WsEVqOO2ZkRZNssPHPNJHyShFajpvj+BaOmD8mPD+XlrbXM\nzIhgUrKVy4sSsfe5+M+uBkoaeqhudwTqfQP0DXrkVOCDXuo7BzAaNIyPDyE+LIhLChMw+6daDrf1\n8ddVFVxSGE9ZSy9en8Q1U5O4Y0EGdsdgYLrr4oJ4nt5QxeKxMZ/r2qnXqLl3Ufao2yRJTlF+x6u7\nWXlQriPR5/Lw+KflvHzjFH7xn318uK+Z+xZnj5gms/e50GtUmPQa2h2D7KrpZFp6OCACxuKhbL5D\nadMLksLY7y+GNYQtxBBIHBlh0pMaYaR7wE2kWX4Q5yeE8tGPZjEw6KWm3cHsMbIiA3kE+fin5USY\n9Zj1anbWdvPbC8YGRlndA240KkFdu4Nz/rKBKLOe314wjvMnxFHW0keHw81H+5q5YWYqt8/PxOHy\n0NLj5K+rKujsH6S5x0lzj5PQYC1lLQ7+9IkcyT4l1crPl+Rw/oR4xsZa2FBhp2fAMyLQT+HU43gV\niASsEEJIwD8kSXrqqO2ZgFYIsQYwA49JknT0iONooiVJavIvNwOjWvSEEDcBNwEkJiaO1kThBNHr\ndPPuD6cjSRK9Tg+f+IOvNpa3saOmkwizntAgLasOtXLehDiaupxsPGyn2u6gMNmK0+3l2Y3l3DQr\nlfnZ8te7o7qDS/+xGZUQvHTD5GPsDFajjptnpzI/K5qNFe2clx/L957ZitN9ZKSzp747EOeRHmni\nlllpeCWJ6ekR+HwSD5ybe4zxWCXkQkQZ0WZKfnUGbo+EQacKKLFBj4+6jn6umZbM9TNSvpSrp9Pt\npdfpod3hYl1ZGwebevnjxXnsrusiLyGUWRkRzEiPwGzQ8sHeJvISQmntddHr8ozI+3TB3zaxeFwM\n68rsHGjq4ckrC3ijuB6v70id7aE0H0PBiH/5tJwep5vxw+wxExPDAo4LBq36mGmx9eVyZUSQs/o+\ndOF4bn6xmISwIH5xTi5TUsNp8CugwqRQPjnQgtmg5dlrJ/FWcT3nTYjD6fYSFqwlzKjF3ufCEiS/\nV9kdXFGUSIRJhyRJGPUatlZ1cMHEeOaMiaK8tZeWbieVdgfpkUYeuTiPQY+PCJOciRdgU4WdWZmR\nx6R8UTj1OF4FMkOSpAb/1NQnQohDkiStO+o4BcB8IAjYLITYIklS2fEcXJIkya+cRtv2FPAUQGFh\n4Rfn0Fb4xnh3dyPPbKgiM9rEP64q5EBTD2UtvTR0DuB0+5ieFsH3nt5Kr9PDBRPjmZsVRUVrH609\nLjodg4GEgUMPe4Bwk56tVbL77/7GHjRqQUlDdyC9+oKcaBbkRHPXa7t5e1cDt81LJ9tmYVetnH5i\n2bRkUobFdaRGmrigIJ5dtZ28tr2O7/+7mFkZkfzp0vwR15JoDeaF64rIibXIKVaOMm1c+cxW+pwe\nPvzRzOPun/Y+FysOtLBobAxtvU5SIozEWIJ4e2cDKpVgw91zA+66f1pRyuOrKrhgQhw/OXMMzT1O\nBga9IxRIaqSR1l7ZwA1yBuSXttbw2/PH8X//PcDCnGi2V8tmwp4Befpp0+F2UiON2IZNga30Z6ft\nH/Tw50snYDJo2HTYTmiwFrNBy/j4UJ5dNokgnZrQYC0ZUWa23Dufot+uZOkTG0e91iiznptmpfJB\nSROSJCu0LVUdWAxapqVFkBtr4a6FmZz12DosBg1zH1nDZUWJ/Pb8cYyJMfPcpmpmj4ngP7sa2FzZ\nQV5CKJ0D7lG92EYLLFQ4NTkuFS9JUoP/vRV4Bzja0lcPLJckyeG3k6wD8r7gsC1CCBuA/731C9or\nnGSe2VBFcngwlxclcutLO3G5vZyRE82kFCtFKVaCdWq+PyeNn5yZGQiKS400EhcaRGlzL2OizczK\njCRrmGtpSoSRVP+0xOrSVpq7naw+NPKr9/kk1pa1AbCmtI3fnDeOn5yZybqfziXHZiFYpxpR2yMu\nNIiK1j62VXVg7xtkdWnriOSCIMcLhJt0bPMrr6NZkB3FgaYe9jd2j5CjorX3mGMB7Krt5F8bqzDp\n1Jz3xEae21RNc48Lr8/HR34lNDzWY0FOND9fks3YuBDqOwf4x9pKdtSMlEVWQLIi0KoFLb1O6joH\n6HN5eGFzNQeHVUMcGoGYDRpMeg0WwxGN+MHeJjZU2NlZ20VLzwDFNR1sKLfT74+5iDDpWVvWxn1v\nl1DXMYBaJVCpRMAdezTGxMixP/cvyeaD22dg1msY9PjoHhjEGqxl0+F2vvf0ViJMehKtwTx22QT2\n1HXR60/NcsvsNKamhmMLCeKNm6fy7q3TFXfcbwFfqECEEEYhhHloGTgD2HdUs3eBGUIIjRAiGJgM\nHPyCQ78HXONfvsZ/DIVThKbuAarsDlp6XKRGGPmgpIl39zTS0OXk3d2N5CeE8EFJE2mRJsbFheDz\nSbxVXM+8rCisRh1rytoYE2Mm22bG4fKOOPa9i7N5+YbJ3DwrlblZUfz9yoIR2+XKhNkkhAWRHmUE\nJLr63Uz53adc+9x2XthSw49f3zNin7GxIRi08u3c2e9mb30X3f1u1pe38VGJPFO6t66LR1aU4hmW\nKdbe5+KdnfU43T6evXYSkl9XuL0+in67kgV/WsevPzgQsBEE+qdrgDExFpaMjyXSrOejkmZiLHrO\nnxg/qjvt+PhQbpiZynUzUpiUHMb4+BD2N/bg8ysnt1dOW54QFsT+B85k+R2zuHBiPP+8uoDS5l4u\nL0okJcIYGLEM2UDuWJBJlEXPwaYjiu/nZ+eweFwM2342n7yEMP66qkKuGTIg12xp6XFi73NRaXew\nvrwtsJ9tFEP+EJEmPVV2B69ur6N7wM1t8zN4/roidvxsIeWtDkoautFqVExOCWdKqpUnVlcQbTHQ\nPeAmK9pMTIgBg1bDIxfnMSnF+pnnUTi9OJ4prGjgHf+PQgO8LEnSx0KIWwAkSXpSkqSDQoiPgb2A\nD3hakqR9AEKIV5CN5RFCiHrgl5IkPQM8BLwuhLgeqAEu+WYvTeHrsMU//fSvZZNY5x8NXDYpkXCT\njp+eOYbLJiWgUasorulACEFapIm8hFCEEPx371C8hoVff3CQm2eljTj2wpxofvfRQX78xh5euXEK\n9j4X/9pYxRNXTEQIwbaqDpaMi+Xvaw7zzq5GdGo1nf2DAQNubXs/T109UunMyozk31truGhiPIUp\nVt7Z1UCV3cH6cjtxoUEs8qe1uGNBJl0DblYfakWjEmytaicjysxlkxJGFG3SqlXEhQZh7xvk2Y3V\n5CeEBiK2ARb7I7vf2FFHcngwHY5BtlZ1BNKMfB5DxvogrZpz/rqB/942g9LmXspaekmPsqHTqKhp\n7ycuLIg/LC9lX4M8pbVif0sg7mZoBJITa6GmvW+E7BlRJtp6XSz713aeurqAH5+RyWvbaylMsrLk\n1Q209bq4a2EGCdZgZgybLhrNE2wIq0lHj9PNzIxIOh1u1CrBbH8t+V6nm7KWPsKNsgLUqNUjkid2\nOgYDGXWPtnkpnN58oQKRJKmSUaajJEl68qjPfwD+MEq7yz/juO3INhOFU5BzxsficMr++mNizFwz\nNYlIs46dNV2EBGm59KktpIQbSQwP5r7F2dR3DlDZ1ktyeDAzMiLo6B8kK8ZMbqwlEEsxNDU1JsZM\nRUsfrb0uQoK0BOnUlDb3crCpl5xYC0nhwWjVApffRXj5gWb+esUEZmVGsmScjTCjjrVlbYEHGEBr\nr5O8+FBe3V7Hh/uayYw2EeJP6aFWCRwuD5dOSsTt87GtsoMqu4OpaeHsqOni1e311Hb088DSsSP6\nYGKSXE0QCKSJH86gx0eQTo1Bq+HiggSsRl0gQeAXcdXUZEBOD3KwqReNWjB7TBSLxtnoc3nYVtVO\nltOCYZin2oD7iM2kZ8Ad8EbLth2pZQJQ094fsJVsOtxOWXMvT2+oYkF2FCEGNWkRVs6fEM8zGypJ\nGHZdw0vcHo1KCF7ZJieJ7C/ysGT8kTxTLo+PB5fm8r3JSaPm9wobJZZG4duBEomuMCqOQS8/f3cf\nP393H3GhQZwz3kZRSjgtPS4auwaw97mYnhbOhMRQ1CrB/e/uY01pGxqV4KaZqVw4IZ4XttSQYA2m\nyu4gJcJIQ9cA1z2/nRtnpnJRYTxRZj1CyLmtHrk4j3CT/HCMthjweH1cUpjAH5aXkhRuJDPazIx0\nWWE8trKcJ9ZUsPsXCwM1Rw429fLYp+UALJuWTFGKlX+ur+TNW6ZS2ebAqJdrqtfaHaRGmrh9fgYV\nrX2BmI/nN9fw/TnpI/6Fz8uKwu31MTExjGzbyLQhIKdq/8+uBj491Mqtc9Jp7HLS2uMiLcoUiLn4\nIjYdbmdLpZ2mLiexYUGUNvfwsyU5LBkvp1oJ0g1TIIPegBeWT5Jdg80GLQeaurEYtBQmW+l1ekiJ\nMPLklRPZ39jD1NRwatr7yfW7xloMWjny3d8Pw6Pmes1DAAAcYElEQVS8Y0MNhBt1xIQYsIUY/O9B\nxFgMjI2zcMPMFFxu3zF5vO5dPLo7s8K3H0WBKIzA4/UhIccDTE0Np6ShmympVrZXd3D3oqxA5laf\nv4Z1js1CXUc/t8xOoyAxDAl4e2c9kWY9h1v7uKwokbWlraREpGA16siMMvPMhiqeWVZIRrSZ4ppO\nZmREYO8bZNmz29l87zzcXol3dtazbFoy87Ki+LCkiZe21HLnQjlr61ljY8hPDB3xT392ZiQRJh32\nvkGaugeYkRGB2+ujIElOCTLo8YEkMSbGjMcn8fin5SweF8OszEhaup38+bJ8YkIMuDxedGoVQghm\nZkQyMyPymD56ZHkpN81OxWLQcseCTB67bEIgTuPLkhphZFZGBI+sKOPFLTVEmHT8bElOwKU1aNjD\netDrGzHS6B6Qq/BpVCr63V4+3tfMqoMt/GhhJmeNtXHWWHmUEGnWkxtrIdEazKHmXnpdXnJiLeTE\njsxJdl5+HOdP+OLcXgoKQygKRGEEmyvbue2VXdw0M5X/O28s4SYdsx5ezZVTkkYYh1UqwXkT4vBJ\nEg+8d4DfXzQeATz4/n6ybWa0apU8ipiUwJ9WlHJhQTw9Tg8VbX14fRLPbqhm0OMLJOTLSwihz+Vh\ne3UnszMjWeaP8M62WfjRq7to7XVx+/wM1CpxTNJAkEcDG++Zx/L9LczPisKo15BgDeaV7bW4vT7+\ntb6aSLOegqQwpqVHEGnW09zt4rllhVS0OVh9qJVb/l1MfecAn9w5i9TIkVUDgcCUUUa0iVe31nDe\nhPjAg97hr5R3oLGHIr+R2O31UdvuICncyM7aLhKsQcdME3U4BmnoHCDKrOe8/Ficbh93vb6bSJOe\nexdnjxiBACM+9wx4IAw0aoHX56Oha4ClE+JYeaCFp9uraOlx8uvzxnKgsZvXd9QH9kuNMAZqoQ/x\n+vY6oiz647LhKCgMoSgQhRE0dA5g0mt4YXM15a19nJETzYafzoVR5rYNWjWNXf3Ehhp4YnUFagFL\nxsdi0ms4J8/G/e/u55YXi5mRLo8wUiKMXFKYgCVIw5VFSVz8j82BGt9RZgNb7p0fiJYGaOlx8u7u\nBgqSwnhlWx0Hm3oCD+zR0GvUgUp2PU43r2yt4crJSeQlhnHV5ORAnW6DVk1Lj5OXt9WytqyVF7fI\nKcZr2vvRqVU0dTuPUSAHm3pYX97GOXmxhBt1VNr7eGRFKQ9flMfT6yv5w/JShACBYMfPF2DUa6hp\nd7C/oYeYkCAu/+cW7jkrixtnjcz9tbWqg7+urgDkqnr9gx66B9zsb+jh3sXZgXojR67xyEN/yJCu\nEoIgvZZb56azvryNhz4+FPAmW76/mZAgLVdNSaK8tZf7z84Ztcb3gaYedtR4FAWi8KVQFIjCCNQq\nwXn5cdyxIIML/76Jn7zRzNi4EF68voi3d9azND9uhKHU45X//a8vt5NgDebM3GjmZUVzx2u7EMCf\nL80fkb79dxeMY1dtJw3+aaZN5XbCjDp6nR7e3lXP1NRwrpqaTHufi+kPrcLjkzgvP46t983/3DiF\nIXw+HyqVCr1GhVGvIc5vJK5qd/DYyjLWldtZcecsLilMYFOFPXAtDpeX66anMGdM5IjU4cn3fED1\nQ0tQqwSxIUHM/P1q1CrB8jtmUt8pu/aOiTEHDP6pEUbKWnqZkBhGepSZ9Ch5pPT8tUWkRRlZX9bG\n+3sbKa7p5OM7ZpEba+GMnGgizXpun5/Blsp2BATqdxxtbxiuQIZceSNMOjocbtz+Ka4rJyfRPSB/\n3lRhpyDZyi2zR3rCHc1lRQk4/IXAFBSOF0WBKATw+iTiwoJYmh+Hxyfhk2BOVhRL82KZ9tAqzsiN\nCaQ7B9nz6aN9Teyq7aJ/0EtGlIndtV0khRt54JxcFj66jmnpXcfU//jrqgrGJ4RwRk40d762G6fH\nxznjY/mwpJm2XhdXTU0m3KRnUrKVzZXt1HX2E2X+/IR6nQ4XO2o6WVPaxuVFiYyNC+H8CfFsrWpn\nyfhYUsKNzEiPoLXHxTs7G5iWFkFlm4PC5DCWTUvm/rNzAspk0OM7JoX4o5+UER8WhMcn4fFJlDT0\noBICp9vLtLQIvj8njbNyYxgfH8LKg3JgpCRJ7G/sobFrgA9Lmvj0YCthRh21Hf0AbK3sYNE4W8DF\nGAi4Cg96fDgHPSNsICCnMrl+RgohQdpAQKbFoKXX6eUfaw/zyIoyIkw64sKCiQ8NIjXSNCKQ87PI\nihm9RouCwuehKBCFAKXNPbywqYa3ixtIDA/m8cvyCfcHkPW5PGiOmsZyun3sb+ympr0fp8fL0+ur\n8Ek+DjX3cm5+LNPTI3h6fSWhwVoW+Q26ZS29RFn0PLmmkimpVqJDDFTbHSwaF8N/djfQ7hjE5fGi\n16h5+KLxgXrbR9PrdFPa3EthspWNFXZK6rtIDg/mskkJpEfJ00/j4kJYV9aKy+1FpRJ4fBILc6J5\naWstRSlhpEUZmZwaPiIbMMAjK0q5z+9ZVP3QEux9LrJizGTZLOyo6WRXbRcfljTxi3NyeG5jNQtz\nowO1wd/b00i1P0Bvd10Xe+u7ee66QlYcaKF/0Euvy8M1U5M4IzeGySnWQDGpw3YHVW0Oqux9VNod\n1HX0c/XUZM73l/8N0qkJ0qrJSwg9xrC/p76buWMiMenVXD8j9Ri7iYLCiUJRIAoB3t3dKGeNvXwC\n68pamffHtZyZG8OfL8vnnLxYsm0WOhyD7K3vIifWQkJYELvrukiOMFLV5iAkSMuFBbGUNffR7/Iy\nNtbC2rI2/vxJOTMzIjHpNby3uzEQT7CtqoNb56bz8PJSep1uVt41i7TII7XJRys3++7uBoK0KlYf\nbKPC3kdubAhbKtvJsZmxhQYxLv5I3i2VSnBmro2/rTnM7fMz+KCkidvmZXBuXixbKjt4Z1cjQohj\nFMh9w9xS6zr6mfnwagAumBDHxQUJZESZmJUZyavb6thY0cYjK0ox6uV07T96dTcGjYq/fW8iQVo1\nk5LDeH93E0vG2WjucdLZP0heQmhgmmzQ4+Oqf23D65PQqVWkRBjJsVlYMs7GtLQI8hJCyRuWS2w0\nzvHbfYZfu4LCyUBRIAoA1LQ7+O/eJi6YKE+hHGruRUKuq727ros3dtTzxo567nunhJ+eMYbpaeFs\nOtxOXnwoC3OiEUJOjqhWqWjtdfHOrjpCgnQ8dME4FmRHByKQZW8uqGjtIzPazOVFCUSY9KiFIMEa\n/IVV9fY39GDvc3HT7FT0GhV/W32YQ8293DYvnbrOI/mxOh1yWvJfnJPD98PTUKsEL90ge3wt39+M\nVa3lgolx9Ls8DAx6P/Nfe3xYEHGhQTR0DVDe2sfDF43nislyivmh2u8gG7TtvS4mJoYSE2JgdWkb\n9y0aw96GHu58bTcb75nHgaYeljy+gRX7WwJTgTqNitxYC0adhgsL4o+rRK6CwqmCokAUAChr6aOl\nZwCNSiAELN/fQrhRx9wxkZS39vH+D6dT0tDDzppO3tvTyKzMSJY9u43F42ycmx+HzycxKzMKrUrg\n9Uecj4sLYUN5G3PGRKFTCSRJwuPz8eMzxgTOW9PuYHVpK5dNSkCrku0OkiTR1uvC45OIDR3p9row\nN5rrntvOby8Yi8stkRppZEqqleKaTnJiLfS5PPxj7WFybRampFrx+qRjDNGVbQ7+vcWO2yu7Kj3o\ndH+mAnG6fTx2eT6JYcEj0oVEmPRcMzUJk16DWi2w9w7y3KZq0qNMAZfZKnsfvzp3LKt+MgchBDk2\nC3GhQawrb8Pp9gbkevfW6cddjlZB4VRCUSAKADy/qZqsGAsvbqlhSmo4liANS/PSWPbsdqraHVw7\nLZlZmRG4PV5mZkRQaXdw9VQ5NmT5/mZ2VHfwn92N3LEgg+1VnUSZ9Ly1s4GQYC3v7KpnfnY0r2yt\n5c3iOlb9eE6gop0tJCiQTLHTMcj68jaeXFvJjIxwJqeEH6NAChLDODcvljMeXUdtx5ERx4TEUMx6\nOTPtcAV1NIdb+1CpCCiPuNCgEa7Dw3l2YxWJ1mD2N3RTMD/jmO23zkun6DefAnL23DExZjxeibjQ\nIPoHPZybL9svtlS2E27SkRsbwt2LsjDq1CM82RTloXC6oigQBUBOmrivoZtEazAmg4a/XD6R8pZe\nZmZGcKi5l9YeJx+WNFPR2sddCzLoG/SyvqwNq1HHy1truGpKMm8W11Pf0U991wAH/TUtFo+L4eWt\ntbg8Puo6HZyRG0NVuyPg3trVP0iV3UFBUhgvbath7aE2Prh9BuvL7TT3OI+RU6UShJvkIMBpaeHk\nJ4QSGqwlxmLA7i+i9Fkcau7hw71NZESZWFPaxoSEUOZnR+PxSWjVxz7E1SqYnx3N/OxoJEmipL4b\ng1ZFWqQJlUoQZZZTsIyJNpMZY0KvUSNJEpIEQshK6t3dDSzIjg54dQ3FqSgofBsQknT61GgqLCyU\nduzY8b8W41vH1sp2dtd1oVYJzAYNQghsFgNV7Q6unppMc7eTWrsDg15+QObEhjDo8VHS0EVzj5Oe\nAQ/xocE0dg8QYdSytrydj0oaSY0wMSXNyqRkK+lRZsKMOow6NT4JXt5aw7aqDs7IiWZrVQdrytpI\njTSys6aL9344na1VHdz7dglrfzqHJH8BqYFBL2vLWrGFBJEZbeaCv2/iYFMPwTo1v79wHCsOtHCh\nv/Ld0XT3uwkJ1vL+7ga6nW7cXolrP6OeeXlLL+EmPWqVCCQvPPevG9hb340txMCKO2dhNmhH3fdo\nVh5oYVZm5DFuwQoKJwohRLEkSYUn41zKCESBR1aUohKC6nYHcaFBXDYpAZ1G/qf9+vZalu9rJibU\nQK/Ty4Dbww/nZaBRCfITwkbYF17bXku0JYjzJ8SSGWWkucdJQZKVuVlyOduy5h5WHmolO8bCf3Y1\n8MC5uei1ahLCjbQ7Bll5sIXz8uPY4U9nArC2rI2rpgRzxT+3critj3FxFs7MtZGXEMr/O3MMg14f\nUWYd2bYQtld3Yu91jaiZvr68jbVlbSzIjmJKagTmIC1dA24u/hxjdVK4EbVKjJhm+t0F43B7JXJs\nli+lDBbkjFqpWUHhW4GiQL7jDHp8JIfLJVELk8J4bUcd7Y5B9jX28MLmGl67aQrnF8Tz+Kfl5MWH\nsL/RwTPrq3hvTyMqAX+5fCLtDifZthAW5sRgNmjQqlUUpcjV5hwuDx/sbaKspRen20u7Y5DrZ6Rw\n2yu7+NX7+/nXtUWYdBo6HIO4vRJTUq1cWCCXt82MNrG1qoOrpyZjMmgwGzRMTLISFxbEtqoO5mZF\nsepQC7GhwRi0ahLDgtl8uJ1Vh1r53YXjMWhVdA+4uWFGSiCKfc6YKDaU29lT38X09CPxFOvKWpmV\nKY9cRlMQo6X/UFD4rqMokO84L26p4Y3ien5xdjbn5MWRlxDKC5urCTfKhuW3d9ZT0ebg3kVZ9Dg9\n9Dg9SBJk28w0dTmxhRrod3tYeaCFRxvKqGjt4+M7ZmL177+mtBWn20tosJbimj6KazrZ19BNtEVP\nWLCOqjYHY+NCSAoPZmtVBx+WNGEJ0rEwJ5rnrysiwqjnjR11tPe5mJYWwd76LlweL+/sauDZZUVs\nrexgb103P1qQQUFyGFajDp1WhdPtYVNFVyAlyHBmZBxbc3u4MlFQUDg+FAXyHUenVnFRQTzN3U7u\neXsv9r5BFmRHcbCxh9vmydHVV09NwmrUEWE2cG5eLGN/uRyHv752XKiBKLOe7Bgzl09K4OEVpUz9\n3SpW3jWbBGsw/9ndyM6aTvRaFTZLELmxFt7Z1UBcaBC1HQO4vT7UKsG9i7KxhRhItBp5fUcd88ZE\n8sjyMrr7B+l2utlT301rrwuVEATrNKRFmmh3uGjq6ic10oTXJzEhMYwJiWGBa1s07rMLJB3NaIWQ\nFBQUPh9FgXzHaezuRy0knlpfhcWgITPazMUF8bxJPR/uayLJauT6GamBehc7azoICdISFqzDFmJA\nSIIlj6+nf9DDP64qQJLkCnWtvS4SrMFkxZjZWdOJWa+huLZzxLnNeg1N3U5213byl1XleHzw2KcV\n3DwrlZLGHianhFGQFEZNRz8rD7by2/PHAXLOLo/PR8+Ah9ljIlGr1GjUKpxuLy6PD6fbe1yJFxUU\nFL4eigL5DuN0e/n3llruPiuL4tpu6jr62VHTye8/PsTq0jaeuaaQ3NgQ2npdAQXS6/LS2C271woB\nv/7wINdMS+LyokRsIUEMeiQ+2tfMlsp2CpLCuH1+BsumJfP7jw9h1GsYHx9KXkII4+NDSQk38kFJ\nE0+uq+T2+Zn0ON0sGW/zF4fSk+9P4WHQaZiXdcQYLRu41USa1VxYkBhY7/VJ6DUqLAbltlZQOBko\nv7TvMDXtDh6+cDyhwTrumJ/B3oYuksONPLepGpNew392NXLjC8Wclx/HL87JAQjU+tCrVdR2DLCm\ntJUfJ2UGCiXNzYrk3LxYWnuc3PjCDvY1dNPU7eSs3Bje/sH0Eed/q7iO5ftbCAvWHZPvqbl7ACEE\n0RYDcaHHNxX1VasCKigofDWUX9x3mH0N3awubeNgUw8+Cex9Lv5+ZQH9g17OHmdjTVkbL15fRG5s\nCA6Xh82Vcu6rzCgzGyrsXD01iR+/sTtQCwPkok61Hf28t6cLgFh/Jt0pqdYR5x4Y9CIQXD89hQGP\n9xjZoi0GJUJbQeEUR1Eg31G6B9y8s6uRRWNjiLEY2NvQxeVFiTy55jAWg4Ysm4U7z8iktt3Bna/u\n4u5FWejUKlp6nKRHmbi0KIEos4G/rTnM3vruEcdeMs7GlNRwvj8nDZNeQ1lLLxlRIyv8BenUXPA5\nsRiK8lBQOPVRFMh3lIFBD2NiTCSFBzMhMYynN1SR4R9ZALy2vQ67w0lVq1yrIyZELqb0/KZqUiOM\nRJnlkcXt89MJ1o28jY4u25ptU4oVKSh8G1EUyHeU6vZ+ntlQjVmvxWrUHWN43lzZzpgYM8F6DQuy\n5XoZ/YNejDoN3mHZb84aa0NBQeG7iaJAvqMMpSDZU9/F6tI20iONGPUaFo2NoavfTUqkkXFxISwa\nFxOo5ZEZbSZz4ReXR1VQUPhuoCiQ7yhNXQPYQgxEmvWclx/L3KwoUiNMjItXUnYoKCgcH4oC+Y6y\naJyNReOU6ScFBYWvznGlFRVCVAshSoQQu4UQo+ZTF0LM8W/fL4RYO2z9WUKIUiFEhRDinmHr5wsh\ndvr32SCESP/6l6OgoKCgcLL4MiOQuZIk2UfbIIQIBf4GnCVJUq0QIsq/Xg08ASwE6oHtQoj3JEk6\nAPwdWCpJ0kEhxA+AnwPLvvqlKCgoKCicTL6pKjdXAG9LklQLIElSq399EVAhSVKlJEmDwKvAUv82\nCRjy7wwBGr8hWRQUFBQUTgLHOwKRgBVCCAn4hyRJTx21PRPQCiHWAGbgMUmSXgDigLph7eqByf7l\nG4APhRADQA8wZbQTCyFuAm4CSExMHK2JgoKCgsL/gOMdgcyQJGkisAi4VQgx66jtGqAAWAKcCdwv\nhMj8gmPeCSyWJCkeeBb402iNJEl6SpKkQkmSCiMjlZoNCgoKCqcKx6VAJElq8L+3Au8gT00Npx5Y\nLkmSw28nWQfkAQ1AwrB28UCDECISyJMkaat//WvAtK98FQoKCgoKJ50vVCBCCKMQwjy0DJwB7Duq\n2bvADCGERggRjDxNdRDYDmQIIVKEEDrgMuA9oBMIGTZKWehvr6CgoKBwmnA8NpBo4B1/cjsN8LIk\nSR8LIW4BkCTpSb8n1cfAXsAHPC1J0j4AIcQPgeWAGviXJEn7/etvBN4SQviQFcp13+ylKSgoKCic\nSIQkSV/c6hShsLBQ2rFj1DAUBQUFBQVACFEsSVLhSTnX6aRAhBBtQM1xNI0ARo1ZOcU5HeU+HWWG\n01Pu01FmOD3lPh1lBlluoyRJJ8Xj6LRSIMeLEGLHydLA3ySno9yno8xwesp9OsoMp6fcp6PMcPLl\n/qYCCRUUFBQUvmMoCkRBQUFB4SvxbVUgR0fKny6cjnKfjjLD6Sn36SgznJ5yn44yw0mW+1tpA1FQ\nUFBQOPF8W0cgCgoKCgonGEWBKCgoKCh8JU5pBSKEsAohPhFClPvfw0Zpky+E2OwvZLVXCHHpsG3P\nCSGq/EWrdgsh8v3rhRDicX+Rq71CiInD9rnGf75yIcQ1/wu5h7V5XAjRN+zzo8OupUwI0TVsm3fY\ntvdOMbmXCSHahsl3w7BtX6u/T6DMdwkhDvjbfyqESBq27VTua70Q4jX/vb1VCJE8bNu9/vWlQogz\nT7bMQohnhBB7/OvfFEKY/OtP6fv6c+Q+Yff1CZb7m7u3JUk6ZV/Aw8A9/uV7gN+P0iYTyPAvxwJN\nQKj/83PARaPssxj4CBDIaeS3+tdbgUr/e5h/Oexky+1fVwi8CPR9xjluQ04NM/R51HangtzIhcL+\nOsqxvnZ/n0CZ5wLB/uXvA6+dJn39A+BJ//JlQ3IDOcAeQA+kAIcB9cmUGbAMa/enoWOd6vf1Z8l9\nIu/rEyz3N3Zvf60v5kS/gFLA5l+2AaXHsc+eYR36HKMrkH8Alx99HuBy5Hono7Y7iXKrgdX+fT9L\ngWwCFn7VL/5kyv05P7Sv3d8nqa8nABtPk75eDkz1L2uQo6kFcC9w72jtTpbMw9YJ5Iqkd58O9/Vn\nyX0i7+uT2N9f694+paewgGhJkpr8y83IiR0/EyFEEaBD/nc1xG/8Q7VHhRB6/7rRCl3Ffc76ky33\nD4H3hh3j6PZJyP8iVw1bbRBC7BBCbBFCnPcVZD7Rcl84bCg9lOL/m+jvE9rXfq5HHrEOcSr3daBP\nJUnyAN1AOKdGXyOEeNa/bxbwl6Pan6r39efJfaLu6xMt9xBf697+MjXRTwhCiJVAzCibfjb8gyRJ\nkpArIn7WcWzIw/lrJEny+Vffi9x5OmT/6LuBB09luYUQscDFwJzPOf1lwJuSJHmHrUuSJKlBCJEK\nrBJClEiSdPjoHf9Hcr8PvCJJkksIcTPwPDDvc67vVJB5aJ8rkaeKZg9bfSr39dfiBP8ekSTpWiGE\nGvlhdilyMbkhTrn7+gvk/lr39f9Q7qF9vvK9PVywU/bFcQ7hkGur72SU6aphbeYA/5VGGVLyP5rC\nGk1u5KqOzUC1/+VDris/fL9dwLTPOf9zn9cX/yu5/e3UQLd/+aRNYX0VmYEFyHVqok6XvuYUmMIa\nTeZR2szC/3s8le/r45H7RNzXJ1rub+re/lIXdLJfwB8YaUR6eJQ2OuBT4I5Rtg11vgD+DDzk/7yE\nkUb0bf71VqAK2fAV5l+2nmy5j2rXd9TnLP9DQwxbFwbo/csRQDmQc6rIPfQ9+JfPB7Z8U/19AmWe\ngDwVcPR88qne17cy0oj+un85l5FG9Eq+vBH9K8vs/62lD1t+BHjkVL+vP0/uE3lfn2C5v7F7+0td\n0Ml+Ic/dfuq/kJVDXwLysOtp//KVgBvYPeyV79+2CihBrqD4b8A0rEOf8HdiCVA47JzXARX+17X/\nC7mPOtbRCuRX+BXhsHXT/Nexx/9+/akkN/A7YL9fvtVA1jfV3ydQ5pVAy7D2750mfW0A3vD35zYg\nddi2n/nv+VJg0cmUGTlkYCNHfo8vMdJL6JS8rz9P7hN5X59gub+xe1tJZaKgoKCg8JU41b2wFBQU\nFBROURQFoqCgoKDwlVAUiIKCgoLCV0JRIAoKCgoKXwlFgSgoKCgofCUUBaKgoKCg8JVQFIiCgoKC\nwlfi/wO/Jarv7lvEzwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n",
"----------------------------\n",
"ca041a \n",
"----------------------------\n",
"{'area': 'acc', 'datetime': '2018-11-12 00:00:00Z', 'license': 'CC BY 4.0'}\n",
"raster metadata:\n",
"{'count': 4,\n",
" 'crs': CRS.from_epsg(32630),\n",
" 'driver': 'GTiff',\n",
" 'dtype': 'uint8',\n",
" 'height': 77778,\n",
" 'nodata': None,\n",
" 'transform': Affine(0.035820209694930036, 0.0, 807207.717115721,\n",
" 0.0, -0.035820613560994544, 620903.4357975163),\n",
" 'width': 65882}\n",
"\n",
"----------------------------\n",
"ca041a-labels \n",
"----------------------------\n",
"{'area': 'acc',\n",
" 'datetime': '2018-11-12 00:00:00Z',\n",
" 'label:description': 'Geojson building labels for scene ca041a',\n",
" 'label:overviews': [{'counts': [{'count': 10194, 'name': 'yes'}],\n",
" 'property_key': ['building']}],\n",
" 'label:properties': ['building'],\n",
" 'label:type': 'vector',\n",
" 'license': 'ODbL-1.0'}\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAAD4CAYAAAAXdPFuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n",
"----------------------------\n",
"d41d81 \n",
"----------------------------\n",
"{'area': 'acc', 'datetime': '2019-07-07 00:00:00Z', 'license': 'CC BY 4.0'}\n",
"raster metadata:\n",
"{'count': 4,\n",
" 'crs': CRS.from_epsg(32630),\n",
" 'driver': 'GTiff',\n",
" 'dtype': 'uint8',\n",
" 'height': 42719,\n",
" 'nodata': None,\n",
" 'transform': Affine(0.05179965064903244, 0.0, 809267.1099320438,\n",
" 0.0, -0.05180039261972288, 618981.5459276063),\n",
" 'width': 40868}\n",
"\n",
"----------------------------\n",
"d41d81-labels \n",
"----------------------------\n",
"{'area': 'acc',\n",
" 'datetime': '2019-07-07 00:00:00Z',\n",
" 'label:description': 'Geojson building labels for scene d41d81',\n",
" 'label:overviews': [{'counts': [{'count': 9436, 'name': 'yes'}],\n",
" 'property_key': ['building']}],\n",
" 'label:properties': ['building'],\n",
" 'label:type': 'vector',\n",
" 'license': 'ODbL-1.0'}\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQ4AAAD4CAYAAAAdDQgVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"\n",
"----------------------------\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CMew7NfraaPU",
"colab_type": "text"
},
"source": [
"## Load one image scene and create one training chip (pair of image and label) with windowed reads"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vpMdfFA89a31",
"colab_type": "code",
"outputId": "1e8dedef-a0ee-42e7-da27-67dccd612cad",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 927
}
},
"source": [
"# open one image item\n",
"SCENE_ID = 'ca041a'\n",
"\n",
"one_item = cols['acc'].get_item(id=SCENE_ID)\n",
"one_item.to_dict()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'assets': {'image': {'href': 'https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/train_tier_1/acc/ca041a/ca041a.tif',\n",
" 'title': 'GeoTIFF',\n",
" 'type': 'image/tiff; application=geotiff; profile=cloud-optimized'}},\n",
" 'bbox': [-0.22707525357332697,\n",
" 5.585527399115482,\n",
" -0.20581415249279408,\n",
" 5.610742610987594],\n",
" 'collection': 'acc',\n",
" 'geometry': {'coordinates': [[[-0.2260939759101167, 5.607821019807083],\n",
" [-0.22707525357332697, 5.609567361411101],\n",
" [-0.2257626190986551, 5.610742610987594],\n",
" [-0.2209214783972656, 5.60396659440964],\n",
" [-0.2209297943096631, 5.603475955578037],\n",
" [-0.21938590601191368, 5.601711342600872],\n",
" [-0.21863322644066166, 5.601370284670147],\n",
" [-0.2171984310079642, 5.60126443910544],\n",
" [-0.2150344772406196, 5.602172946869177],\n",
" [-0.21221192884842804, 5.603687126475405],\n",
" [-0.2071666235973881, 5.60628622311988],\n",
" [-0.20581415249279408, 5.604666197948947],\n",
" [-0.2074253572000044, 5.603584221065274],\n",
" [-0.2083544460457665, 5.6019965375946645],\n",
" [-0.20906008314381597, 5.600996885039098],\n",
" [-0.21070656970592522, 5.599526807751497],\n",
" [-0.2114122068039735, 5.597897962116837],\n",
" [-0.212416616071534, 5.595984932725826],\n",
" [-0.2138692108714978, 5.593295072530488],\n",
" [-0.21395275670010877, 5.593002662130355],\n",
" [-0.21397782044869207, 5.590391854986293],\n",
" [-0.2141449121059085, 5.590032607923272],\n",
" [-0.21550670911225214, 5.588150738133833],\n",
" [-0.21721104401589492, 5.585527399115482],\n",
" [-0.21795907856051402, 5.590627248068187],\n",
" [-0.21855973661963968, 5.59108215821591],\n",
" [-0.2203440443835102, 5.593219794249854],\n",
" [-0.22225201704190803, 5.59588742268891],\n",
" [-0.2234356667466541, 5.598325387752418],\n",
" [-0.22523764092403067, 5.601536258406711],\n",
" [-0.22571463408862905, 5.6031880680693025],\n",
" [-0.2259010426101557, 5.606526622234949],\n",
" [-0.2260939759101167, 5.607821019807083]]],\n",
" 'type': 'Polygon'},\n",
" 'id': 'ca041a',\n",
" 'links': [{'href': '../collection.json',\n",
" 'rel': 'collection',\n",
" 'type': 'application/json'},\n",
" {'href': 'https://drivendata-competition-building-segmentation.s3-us-west-1.amazonaws.com/train_tier_1/acc/ca041a/ca041a.json',\n",
" 'rel': 'self',\n",
" 'type': 'application/json'},\n",
" {'href': '../../catalog.json', 'rel': 'root', 'type': 'application/json'},\n",
" {'href': '../collection.json', 'rel': 'parent', 'type': 'application/json'}],\n",
" 'properties': {'area': 'acc',\n",
" 'datetime': '2018-11-12T00:00:00Z',\n",
" 'license': 'CC BY 4.0'},\n",
" 'stac_version': '0.8.1',\n",
" 'type': 'Feature'}"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "GTMioeDX-JTO",
"colab_type": "code",
"outputId": "878d77b0-2542-4e66-9cae-5e81ce8b7e91",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 163
}
},
"source": [
"# load raster for this item\n",
"rst = rasterio.open(one_item.assets['image'].href)\n",
"rst.meta"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'count': 4,\n",
" 'crs': CRS.from_epsg(32630),\n",
" 'driver': 'GTiff',\n",
" 'dtype': 'uint8',\n",
" 'height': 77778,\n",
" 'nodata': None,\n",
" 'transform': Affine(0.035820209694930036, 0.0, 807207.717115721,\n",
" 0.0, -0.035820613560994544, 620903.4357975163),\n",
" 'width': 65882}"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "NgcLMaC1HGbh",
"colab_type": "code",
"outputId": "16b9ed1d-59a6-4393-eee2-82fc7623a4cb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 33
}
},
"source": [
"# check raster resolution\n",
"rst.res"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(0.035820209694930036, 0.035820613560994544)"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hrYa0oVo-qrQ",
"colab_type": "code",
"outputId": "553425b4-881b-4e60-d8f1-0ac8c812d674",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
}
},
"source": [
"# make a windowed read of this raster and reshape into a displayable 4-d array (RGB+alpha channel)\n",
"# more on windowed reads with rasterio: https://rasterio.readthedocs.io/en/stable/topics/windowed-rw.html#windows\n",
"\n",
"win_sz = 1024\n",
"\n",
"window = Window(rst.meta['width']//2,rst.meta['height']//2,win_sz,win_sz) # 1024x1024 window starting at center of raster\n",
"win_arr = rst.read(window=window)\n",
"win_arr = np.moveaxis(win_arr,0,2)\n",
"plt.figure(figsize=(10,10))\n",
"plt.imshow(win_arr)"
],
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f11336ace80>"
]
},
"metadata": {
"tags": []
},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
@crikeli
Copy link

crikeli commented Feb 22, 2020

Hey Dave, Thanks a lot for this gist -- it's super helpful! I am having issues with In [20] though... There seems to be a mismatch of the crs values(the win_box_gdf) seems to have a type attribute (+type=crs) which scene_labels_gdf does not seem to have. Any ideas on how to solve this? I used the "to_crs" method on both data frames to no avail.

Look forward to your reply!

@daveluo
Copy link
Author

daveluo commented Feb 23, 2020

hi @crikeli, thanks for your interest and flagging this issue. I'm pretty sure it's because the new geopandas 0.7.0 release which just came out updated the crs type and broke using dicts for crs (i.e. {'init':'epsg:4326'}). Try to update the crs types used to be a pyproj.CRS object per the gpd release note.

I'll aim to fix the notebook to work with 0.7.0 on Monday but if you aren't able to fix the type and want to successfully run through everything in the meantime, pip install geopandas==0.6.3 should work.

@crikeli
Copy link

crikeli commented Feb 24, 2020

Fantastic, thanks for this - it worked. Yeah, I tried following the new geo-pandas docs to figure it out, but to no avail.
I imagine it has something to do with pyproj as you mentioned. Thanks again for your work!

@daveluo
Copy link
Author

daveluo commented Feb 27, 2020

@crikeli, i've updated gist which should now work with the latest geopandas update. Mainly changed the crs from a dict to pyproj's CRS.from_epsg(4326) Let me know if that works or you run into any more issues.

@crikeli
Copy link

crikeli commented Feb 28, 2020

fantastic! Works great!! Thanks

@Akshaypatil7
Copy link

Akshaypatil7 commented May 11, 2020

@daveluo, I am getting JSON decode error while accessing train_tier_1/catalog.json file. Can someone help me on this

@Hsengiv2000
Copy link

Hsengiv2000 commented May 29, 2020

@daveluo, I am getting JSON decode error while accessing train_tier_1/catalog.json file. Can someone help me on this

did you manage to fix this? I have the same issue

@Hsengiv2000
Copy link

Hsengiv2000 commented May 29, 2020

@daveluo, I am getting JSON decode error while accessing train_tier_1/catalog.json file. Can someone help me on this

did you manage to fix this?

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment